In this project, you'll use generative adversarial networks to generate new images of faces.
You'll be using two datasets in this project:
Since the celebA dataset is complex and you're doing GANs in a project for the first time, we want you to test your neural network on MNIST before CelebA. Running the GANs on MNIST will allow you to see how well your model trains sooner.
If you're using FloydHub, set data_dir to "/input" and use the FloydHub data ID "R5KrjnANiKVhLWAkpXhNBe".
data_dir = '/data'
!pip install matplotlib==2.0.2
# FloydHub - Use with data ID "R5KrjnANiKVhLWAkpXhNBe"
#data_dir = '/input'
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import helper
helper.download_extract('mnist', data_dir)
helper.download_extract('celeba', data_dir)
Collecting matplotlib==2.0.2
Downloading https://files.pythonhosted.org/packages/60/d4/6b6d8a7a6bc69a1602ab372f6fc6e88ef88a8a96398a1a25edbac636295b/matplotlib-2.0.2-cp36-cp36m-manylinux1_x86_64.whl (14.6MB)
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Requirement already satisfied: six>=1.10 in /opt/conda/lib/python3.6/site-packages (from matplotlib==2.0.2)
Requirement already satisfied: numpy>=1.7.1 in /opt/conda/lib/python3.6/site-packages (from matplotlib==2.0.2)
Requirement already satisfied: python-dateutil in /opt/conda/lib/python3.6/site-packages (from matplotlib==2.0.2)
Requirement already satisfied: pytz in /opt/conda/lib/python3.6/site-packages (from matplotlib==2.0.2)
Requirement already satisfied: cycler>=0.10 in /opt/conda/lib/python3.6/site-packages/cycler-0.10.0-py3.6.egg (from matplotlib==2.0.2)
Requirement already satisfied: pyparsing!=2.0.0,!=2.0.4,!=2.1.2,!=2.1.6,>=1.5.6 in /opt/conda/lib/python3.6/site-packages (from matplotlib==2.0.2)
Installing collected packages: matplotlib
Found existing installation: matplotlib 2.1.0
Uninstalling matplotlib-2.1.0:
Successfully uninstalled matplotlib-2.1.0
Successfully installed matplotlib-2.0.2
You are using pip version 9.0.1, however version 19.0.3 is available.
You should consider upgrading via the 'pip install --upgrade pip' command.
Found mnist Data
Found celeba Data
show_n_images = 25
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
%matplotlib inline
import os
from glob import glob
from matplotlib import pyplot
mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'mnist/*.jpg'))[:show_n_images], 28, 28, 'L')
pyplot.imshow(helper.images_square_grid(mnist_images, 'L'), cmap='gray')
<matplotlib.image.AxesImage at 0x7fb0c2538588>
The CelebFaces Attributes Dataset (CelebA) dataset contains over 200,000 celebrity images with annotations. Since you're going to be generating faces, you won't need the annotations. You can view the first number of examples by changing show_n_images.
show_n_images = 25
"""
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"""
mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'img_align_celeba/*.jpg'))[:show_n_images], 28, 28, 'RGB')
pyplot.imshow(helper.images_square_grid(mnist_images, 'RGB'))
<matplotlib.image.AxesImage at 0x7fb0c245b9b0>
Since the project's main focus is on building the GANs, we'll preprocess the data for you. The values of the MNIST and CelebA dataset will be in the range of -0.5 to 0.5 of 28x28 dimensional images. The CelebA images will be cropped to remove parts of the image that don't include a face, then resized down to 28x28.
The MNIST images are black and white images with a single color channel while the CelebA images have 3 color channels (RGB color channel).
You'll build the components necessary to build a GANs by implementing the following functions below:
model_inputsdiscriminatorgeneratormodel_lossmodel_opttrainThis will check to make sure you have the correct version of TensorFlow and access to a GPU
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
from distutils.version import LooseVersion
import warnings
import tensorflow as tf
# Check TensorFlow Version
assert LooseVersion(tf.__version__) >= LooseVersion('1.0'), 'Please use TensorFlow version 1.0 or newer. You are using {}'.format(tf.__version__)
print('TensorFlow Version: {}'.format(tf.__version__))
# Check for a GPU
if not tf.test.gpu_device_name():
warnings.warn('No GPU found. Please use a GPU to train your neural network.')
else:
print('Default GPU Device: {}'.format(tf.test.gpu_device_name()))
TensorFlow Version: 1.3.0 Default GPU Device: /gpu:0
Implement the model_inputs function to create TF Placeholders for the Neural Network. It should create the following placeholders:
image_width, image_height, and image_channels.z_dim.Return the placeholders in the following the tuple (tensor of real input images, tensor of z data)
import problem_unittests as tests
def model_inputs(image_width, image_height, image_channels, z_dim):
"""
Create the model inputs
:param image_width: The input image width
:param image_height: The input image height
:param image_channels: The number of image channels
:param z_dim: The dimension of Z
:return: Tuple of (tensor of real input images, tensor of z data, learning rate)
"""
# TODO: Implement Function
real_inputs = tf.placeholder(tf.float32,(None, image_width, image_height, image_channels), "input_real")
z_inputs = tf.placeholder(tf.float32, (None, z_dim), "input_z")
learning_rate = tf.placeholder(tf.float32, (), "lr")
return real_inputs, z_inputs, learning_rate
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_inputs(model_inputs)
Tests Passed
Implement discriminator to create a discriminator neural network that discriminates on images. This function should be able to reuse the variables in the neural network. Use tf.variable_scope with a scope name of "discriminator" to allow the variables to be reused. The function should return a tuple of (tensor output of the discriminator, tensor logits of the discriminator).
def discriminator(images, reuse=False):
"""
Create the discriminator network
:param images: Tensor of input image(s)
:param reuse: Boolean if the weights should be reused
:return: Tuple of (tensor output of the discriminator, tensor logits of the discriminator)
"""
# TODO: Implement Function
alpha=0.2
keep_prob=0.9
with tf.variable_scope('discriminator', reuse=reuse):
x1 = tf.layers.conv2d(images, 64, 5, strides=2, padding='same', activation=None)
relu1 = tf.maximum(alpha*x1, x1)
x2 = tf.layers.conv2d(relu1, 128, 5, strides=2, padding='same', activation=None)
bn2 = tf.layers.batch_normalization(x2, training=True)
relu2 = tf.maximum(alpha*bn2, bn2)
drop2 = tf.nn.dropout(relu2, keep_prob=keep_prob)
x3 = tf.layers.conv2d(drop2, 256, 5, strides=2, padding='same')
bn3 = tf.layers.batch_normalization(x3, training=True)
relu3 = tf.maximum(alpha*bn3, bn3)
drop3 = tf.nn.dropout(relu3, keep_prob=keep_prob)
flat = tf.reshape(drop3, (-1, 4*4*256))
logits = tf.layers.dense(flat, 1)
out = tf.sigmoid(logits)
return out, logits
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_discriminator(discriminator, tf)
Tests Passed
Implement generator to generate an image using z. This function should be able to reuse the variables in the neural network. Use tf.variable_scope with a scope name of "generator" to allow the variables to be reused. The function should return the generated 28 x 28 x out_channel_dim images.
def generator(z, out_channel_dim, is_train=True):
"""
Create the generator network
:param z: Input z
:param out_channel_dim: The number of channels in the output image
:param is_train: Boolean if generator is being used for training
:return: The tensor output of the generator
"""
# TODO: Implement Function
alpha=0.2
keep_prob=0.9
with tf.variable_scope('generator', reuse = not is_train):
x1 = tf.layers.dense(z, 7*7*512)
x1 = tf.reshape(x1, (-1,7,7,512))
x1 = tf.layers.batch_normalization(x1, training=is_train)
x1 = tf.maximum(alpha*x1, x1)
x1 = tf.nn.dropout(x1, keep_prob=keep_prob)
x2 = tf.layers.conv2d_transpose(x1, 256, 5, strides=2, padding='same', activation=None)
x2 = tf.layers.batch_normalization(x2, training=is_train)
x2 = tf.maximum(alpha*x2, x2)
x2 = tf.nn.dropout(x2, keep_prob=keep_prob)
x3 = tf.layers.conv2d_transpose(x2, 128, 5, strides=2, padding='same', activation=None)
x3 = tf.layers.batch_normalization(x3, training=is_train)
x3 = tf.maximum(alpha*x3, x3)
logits = tf.layers.conv2d_transpose(x3, out_channel_dim, 3, strides=1, padding='same', activation=None)
out = tf.tanh(logits)
return out
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_generator(generator, tf)
Tests Passed
Implement model_loss to build the GANs for training and calculate the loss. The function should return a tuple of (discriminator loss, generator loss). Use the following functions you implemented:
discriminator(images, reuse=False)generator(z, out_channel_dim, is_train=True)def model_loss(input_real, input_z, out_channel_dim):
"""
Get the loss for the discriminator and generator
:param input_real: Images from the real dataset
:param input_z: Z input
:param out_channel_dim: The number of channels in the output image
:return: A tuple of (discriminator loss, generator loss)
"""
# TODO: Implement Function
smooth = 0.1
gen = generator(input_z, out_channel_dim, is_train=True)
d_real, d_logits_real = discriminator(input_real, reuse=False)
d_fake, d_logits_fake = discriminator(gen, reuse=True)
d_labels_real = tf.ones_like(d_real) * (1 -smooth)
d_loss_real = tf.reduce_mean(tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_real, labels=d_labels_real))
d_labels_fake = tf.zeros_like(d_fake)
d_loss_fake = tf.reduce_mean(tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_fake, labels=d_labels_fake))
d_loss = d_loss_real + d_loss_fake
g_loss = tf.reduce_mean(tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_fake, labels=tf.ones_like(d_fake)))
return d_loss, g_loss
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_loss(model_loss)
Tests Passed
Implement model_opt to create the optimization operations for the GANs. Use tf.trainable_variables to get all the trainable variables. Filter the variables with names that are in the discriminator and generator scope names. The function should return a tuple of (discriminator training operation, generator training operation).
def model_opt(d_loss, g_loss, learning_rate, beta1):
"""
Get optimization operations
:param d_loss: Discriminator loss Tensor
:param g_loss: Generator loss Tensor
:param learning_rate: Learning Rate Placeholder
:param beta1: The exponential decay rate for the 1st moment in the optimizer
:return: A tuple of (discriminator training operation, generator training operation)
"""
# TODO: Implement Function
t_vars = tf.trainable_variables()
d_vars = [var for var in t_vars if var.name.startswith('discriminator')]
g_vars = [var for var in t_vars if var.name.startswith('generator')]
with tf.control_dependencies(tf.get_collection(tf.GraphKeys.UPDATE_OPS)):
d_train = tf.train.AdamOptimizer(learning_rate=learning_rate, beta1=beta1).minimize(d_loss, var_list=d_vars)
g_train = tf.train.AdamOptimizer(learning_rate=learning_rate, beta1=beta1).minimize(g_loss, var_list=g_vars)
return d_train, g_train
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_opt(model_opt, tf)
Tests Passed
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import numpy as np
def show_generator_output(sess, n_images, input_z, out_channel_dim, image_mode):
"""
Show example output for the generator
:param sess: TensorFlow session
:param n_images: Number of Images to display
:param input_z: Input Z Tensor
:param out_channel_dim: The number of channels in the output image
:param image_mode: The mode to use for images ("RGB" or "L")
"""
cmap = None if image_mode == 'RGB' else 'gray'
z_dim = input_z.get_shape().as_list()[-1]
example_z = np.random.uniform(-1, 1, size=[n_images, z_dim])
samples = sess.run(
generator(input_z, out_channel_dim, False),
feed_dict={input_z: example_z})
images_grid = helper.images_square_grid(samples, image_mode)
pyplot.imshow(images_grid, cmap=cmap)
pyplot.show()
Implement train to build and train the GANs. Use the following functions you implemented:
model_inputs(image_width, image_height, image_channels, z_dim)model_loss(input_real, input_z, out_channel_dim)model_opt(d_loss, g_loss, learning_rate, beta1)Use the show_generator_output to show generator output while you train. Running show_generator_output for every batch will drastically increase training time and increase the size of the notebook. It's recommended to print the generator output every 100 batches.
def train(epoch_count, batch_size, z_dim, learning_rate, beta1, get_batches, data_shape, data_image_mode):
"""
Train the GAN
:param epoch_count: Number of epochs
:param batch_size: Batch Size
:param z_dim: Z dimension
:param learning_rate: Learning Rate
:param beta1: The exponential decay rate for the 1st moment in the optimizer
:param get_batches: Function to get batches
:param data_shape: Shape of the data
:param data_image_mode: The image mode to use for images ("RGB" or "L")
"""
# TODO: Build Model
input_real, input_z, lr = model_inputs(data_shape[1], data_shape[2], data_shape[3], z_dim)
d_loss, g_loss = model_loss(input_real, input_z, data_shape[3])
d_train, g_train = model_opt(d_loss, g_loss, lr, beta1)
saver = tf.train.Saver()
samples,losses = [], []
step = 0
with tf.Session() as sess:
sess.run(tf.global_variables_initializer())
for epoch_i in range(epoch_count):
for batch_images in get_batches(batch_size):
# TODO: Train Model
step += 1
batch_images *= 2
batch_z = np.random.uniform(-1, 1, size=(batch_size, z_dim))
_ = sess.run(d_train, feed_dict={input_real: batch_images, input_z: batch_z, lr: learning_rate})
_ = sess.run(g_train, feed_dict={input_real: batch_images, input_z: batch_z, lr:learning_rate})
if step % 10 == 0:
train_loss_d = d_loss.eval({input_z: batch_z, input_real: batch_images})
train_loss_g = g_loss.eval({input_z: batch_z})
print("Epoch {}/{}...".format(epoch_i+1, epoch_count),
"Discriminator Loss: {:.4f}...".format(train_loss_d),
"Generator Loss: {:.4f}".format(train_loss_g))
losses.append((train_loss_d, train_loss_g))
if step % 100 == 0:
show_generator_output(sess, 16, input_z, data_shape[3], data_image_mode)
saver.save(sess, './generator.ckpt')
return losses
Test your GANs architecture on MNIST. After 2 epochs, the GANs should be able to generate images that look like handwritten digits. Make sure the loss of the generator is lower than the loss of the discriminator or close to 0.
batch_size = 32
z_dim = 100
learning_rate = 0.0002
beta1 = 0.3
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 2
mnist_dataset = helper.Dataset('mnist', glob(os.path.join(data_dir, 'mnist/*.jpg')))
with tf.Graph().as_default():
train(epochs, batch_size, z_dim, learning_rate, beta1, mnist_dataset.get_batches,
mnist_dataset.shape, mnist_dataset.image_mode)
Epoch 1/2... Discriminator Loss: 0.4589... Generator Loss: 3.0791 Epoch 1/2... Discriminator Loss: 3.6562... Generator Loss: 0.1055 Epoch 1/2... Discriminator Loss: 0.4903... Generator Loss: 2.2391 Epoch 1/2... Discriminator Loss: 0.3755... Generator Loss: 4.0719 Epoch 1/2... Discriminator Loss: 2.5995... Generator Loss: 7.8311 Epoch 1/2... Discriminator Loss: 1.7490... Generator Loss: 0.7598 Epoch 1/2... Discriminator Loss: 1.6112... Generator Loss: 1.3101 Epoch 1/2... Discriminator Loss: 1.5125... Generator Loss: 1.0278 Epoch 1/2... Discriminator Loss: 1.6311... Generator Loss: 1.2062 Epoch 1/2... Discriminator Loss: 1.5942... Generator Loss: 0.5896
Epoch 1/2... Discriminator Loss: 1.5486... Generator Loss: 0.6620 Epoch 1/2... Discriminator Loss: 1.4170... Generator Loss: 0.6170 Epoch 1/2... Discriminator Loss: 1.5093... Generator Loss: 0.4515 Epoch 1/2... Discriminator Loss: 1.2986... Generator Loss: 0.7279 Epoch 1/2... Discriminator Loss: 1.1772... Generator Loss: 1.0397 Epoch 1/2... Discriminator Loss: 1.6214... Generator Loss: 0.4347 Epoch 1/2... Discriminator Loss: 1.7018... Generator Loss: 0.3536 Epoch 1/2... Discriminator Loss: 1.3305... Generator Loss: 0.5439 Epoch 1/2... Discriminator Loss: 1.1917... Generator Loss: 0.7466 Epoch 1/2... Discriminator Loss: 1.4561... Generator Loss: 1.1585
Epoch 1/2... Discriminator Loss: 1.1762... Generator Loss: 0.7876 Epoch 1/2... Discriminator Loss: 1.1060... Generator Loss: 1.1836 Epoch 1/2... Discriminator Loss: 1.1432... Generator Loss: 1.1996 Epoch 1/2... Discriminator Loss: 1.1565... Generator Loss: 1.2748 Epoch 1/2... Discriminator Loss: 1.3845... Generator Loss: 0.5268 Epoch 1/2... Discriminator Loss: 1.2524... Generator Loss: 0.7204 Epoch 1/2... Discriminator Loss: 1.0824... Generator Loss: 1.8964 Epoch 1/2... Discriminator Loss: 1.4552... Generator Loss: 0.5686 Epoch 1/2... Discriminator Loss: 1.1405... Generator Loss: 1.2759 Epoch 1/2... Discriminator Loss: 0.9027... Generator Loss: 1.1881
Epoch 1/2... Discriminator Loss: 1.3072... Generator Loss: 0.6446 Epoch 1/2... Discriminator Loss: 1.2327... Generator Loss: 0.7260 Epoch 1/2... Discriminator Loss: 0.9609... Generator Loss: 1.5453 Epoch 1/2... Discriminator Loss: 0.9678... Generator Loss: 1.6563 Epoch 1/2... Discriminator Loss: 0.9530... Generator Loss: 1.8966 Epoch 1/2... Discriminator Loss: 1.0779... Generator Loss: 2.1273 Epoch 1/2... Discriminator Loss: 1.2131... Generator Loss: 0.9302 Epoch 1/2... Discriminator Loss: 1.0316... Generator Loss: 1.4170 Epoch 1/2... Discriminator Loss: 1.3670... Generator Loss: 2.3509 Epoch 1/2... Discriminator Loss: 1.5721... Generator Loss: 2.5244
Epoch 1/2... Discriminator Loss: 1.0452... Generator Loss: 1.2294 Epoch 1/2... Discriminator Loss: 1.4036... Generator Loss: 0.6283 Epoch 1/2... Discriminator Loss: 1.5339... Generator Loss: 0.6138 Epoch 1/2... Discriminator Loss: 1.1993... Generator Loss: 1.4475 Epoch 1/2... Discriminator Loss: 1.3580... Generator Loss: 0.5904 Epoch 1/2... Discriminator Loss: 0.9244... Generator Loss: 1.0527 Epoch 1/2... Discriminator Loss: 1.4687... Generator Loss: 1.7435 Epoch 1/2... Discriminator Loss: 1.3057... Generator Loss: 0.7227 Epoch 1/2... Discriminator Loss: 1.2611... Generator Loss: 1.7567 Epoch 1/2... Discriminator Loss: 1.2748... Generator Loss: 0.6932
Epoch 1/2... Discriminator Loss: 1.1953... Generator Loss: 0.6274 Epoch 1/2... Discriminator Loss: 1.3751... Generator Loss: 0.5679 Epoch 1/2... Discriminator Loss: 1.2293... Generator Loss: 0.6650 Epoch 1/2... Discriminator Loss: 1.2680... Generator Loss: 0.8412 Epoch 1/2... Discriminator Loss: 1.1775... Generator Loss: 0.9353 Epoch 1/2... Discriminator Loss: 1.1457... Generator Loss: 0.7855 Epoch 1/2... Discriminator Loss: 1.6109... Generator Loss: 0.3830 Epoch 1/2... Discriminator Loss: 1.3284... Generator Loss: 1.6720 Epoch 1/2... Discriminator Loss: 1.1719... Generator Loss: 0.8852 Epoch 1/2... Discriminator Loss: 1.2203... Generator Loss: 0.6766
Epoch 1/2... Discriminator Loss: 1.2791... Generator Loss: 0.7605 Epoch 1/2... Discriminator Loss: 1.0434... Generator Loss: 0.7497 Epoch 1/2... Discriminator Loss: 1.1268... Generator Loss: 1.6295 Epoch 1/2... Discriminator Loss: 1.2237... Generator Loss: 1.2737 Epoch 1/2... Discriminator Loss: 1.4568... Generator Loss: 0.5377 Epoch 1/2... Discriminator Loss: 1.2260... Generator Loss: 0.6763 Epoch 1/2... Discriminator Loss: 1.1202... Generator Loss: 1.1415 Epoch 1/2... Discriminator Loss: 0.9990... Generator Loss: 1.5881 Epoch 1/2... Discriminator Loss: 1.2546... Generator Loss: 0.6413 Epoch 1/2... Discriminator Loss: 1.4642... Generator Loss: 1.7662
Epoch 1/2... Discriminator Loss: 1.2217... Generator Loss: 0.8560 Epoch 1/2... Discriminator Loss: 1.0619... Generator Loss: 1.3455 Epoch 1/2... Discriminator Loss: 1.2520... Generator Loss: 0.6379 Epoch 1/2... Discriminator Loss: 1.4300... Generator Loss: 0.6351 Epoch 1/2... Discriminator Loss: 1.5102... Generator Loss: 0.4605 Epoch 1/2... Discriminator Loss: 1.4193... Generator Loss: 0.7414 Epoch 1/2... Discriminator Loss: 1.1785... Generator Loss: 0.8451 Epoch 1/2... Discriminator Loss: 1.1123... Generator Loss: 0.6746 Epoch 1/2... Discriminator Loss: 1.2747... Generator Loss: 1.3608 Epoch 1/2... Discriminator Loss: 1.2106... Generator Loss: 0.6473
Epoch 1/2... Discriminator Loss: 1.1523... Generator Loss: 0.8246 Epoch 1/2... Discriminator Loss: 1.1595... Generator Loss: 0.7403 Epoch 1/2... Discriminator Loss: 0.9919... Generator Loss: 1.0213 Epoch 1/2... Discriminator Loss: 1.3117... Generator Loss: 0.7402 Epoch 1/2... Discriminator Loss: 1.1711... Generator Loss: 0.6687 Epoch 1/2... Discriminator Loss: 1.0706... Generator Loss: 0.8217 Epoch 1/2... Discriminator Loss: 1.3643... Generator Loss: 0.4871 Epoch 1/2... Discriminator Loss: 1.2884... Generator Loss: 0.7938 Epoch 1/2... Discriminator Loss: 1.4042... Generator Loss: 0.5652 Epoch 1/2... Discriminator Loss: 1.2322... Generator Loss: 0.7411
Epoch 1/2... Discriminator Loss: 1.3200... Generator Loss: 0.5931 Epoch 1/2... Discriminator Loss: 1.3675... Generator Loss: 1.8543 Epoch 1/2... Discriminator Loss: 1.5790... Generator Loss: 0.4940 Epoch 1/2... Discriminator Loss: 1.2196... Generator Loss: 0.9163 Epoch 1/2... Discriminator Loss: 1.3069... Generator Loss: 0.5428 Epoch 1/2... Discriminator Loss: 1.1942... Generator Loss: 0.9847 Epoch 1/2... Discriminator Loss: 1.0549... Generator Loss: 1.0057 Epoch 1/2... Discriminator Loss: 1.0867... Generator Loss: 0.9209 Epoch 1/2... Discriminator Loss: 1.1987... Generator Loss: 0.5913 Epoch 1/2... Discriminator Loss: 1.3014... Generator Loss: 0.6676
Epoch 1/2... Discriminator Loss: 1.0675... Generator Loss: 1.4505 Epoch 1/2... Discriminator Loss: 1.0268... Generator Loss: 0.8543 Epoch 1/2... Discriminator Loss: 1.2364... Generator Loss: 1.5168 Epoch 1/2... Discriminator Loss: 1.1950... Generator Loss: 1.0631 Epoch 1/2... Discriminator Loss: 1.0567... Generator Loss: 1.2329 Epoch 1/2... Discriminator Loss: 1.2437... Generator Loss: 0.8419 Epoch 1/2... Discriminator Loss: 1.2392... Generator Loss: 1.8574 Epoch 1/2... Discriminator Loss: 1.3918... Generator Loss: 0.6244 Epoch 1/2... Discriminator Loss: 1.1730... Generator Loss: 1.5993 Epoch 1/2... Discriminator Loss: 1.0652... Generator Loss: 1.1267
Epoch 1/2... Discriminator Loss: 1.4624... Generator Loss: 0.5940 Epoch 1/2... Discriminator Loss: 1.1187... Generator Loss: 0.8955 Epoch 1/2... Discriminator Loss: 1.4299... Generator Loss: 0.6003 Epoch 1/2... Discriminator Loss: 1.0681... Generator Loss: 1.2567 Epoch 1/2... Discriminator Loss: 0.9988... Generator Loss: 1.1396 Epoch 1/2... Discriminator Loss: 1.1393... Generator Loss: 1.0313 Epoch 1/2... Discriminator Loss: 1.0714... Generator Loss: 1.1040 Epoch 1/2... Discriminator Loss: 1.1662... Generator Loss: 1.4148 Epoch 1/2... Discriminator Loss: 1.0226... Generator Loss: 1.7430 Epoch 1/2... Discriminator Loss: 1.1929... Generator Loss: 0.6537
Epoch 1/2... Discriminator Loss: 1.1176... Generator Loss: 0.8152 Epoch 1/2... Discriminator Loss: 1.0868... Generator Loss: 1.0317 Epoch 1/2... Discriminator Loss: 1.3092... Generator Loss: 0.6265 Epoch 1/2... Discriminator Loss: 1.1613... Generator Loss: 0.9158 Epoch 1/2... Discriminator Loss: 0.9757... Generator Loss: 1.0818 Epoch 1/2... Discriminator Loss: 1.4326... Generator Loss: 0.4468 Epoch 1/2... Discriminator Loss: 1.0162... Generator Loss: 1.4689 Epoch 1/2... Discriminator Loss: 0.8920... Generator Loss: 1.6526 Epoch 1/2... Discriminator Loss: 1.0973... Generator Loss: 0.7943 Epoch 1/2... Discriminator Loss: 1.1705... Generator Loss: 1.8590
Epoch 1/2... Discriminator Loss: 1.2156... Generator Loss: 0.7986 Epoch 1/2... Discriminator Loss: 1.0027... Generator Loss: 0.9352 Epoch 1/2... Discriminator Loss: 1.2976... Generator Loss: 0.7022 Epoch 1/2... Discriminator Loss: 1.3090... Generator Loss: 0.5838 Epoch 1/2... Discriminator Loss: 1.5450... Generator Loss: 0.5794 Epoch 1/2... Discriminator Loss: 1.1655... Generator Loss: 0.7422 Epoch 1/2... Discriminator Loss: 0.9528... Generator Loss: 1.1753 Epoch 1/2... Discriminator Loss: 1.0062... Generator Loss: 1.2241 Epoch 1/2... Discriminator Loss: 1.5883... Generator Loss: 0.4917 Epoch 1/2... Discriminator Loss: 1.2194... Generator Loss: 0.8416
Epoch 1/2... Discriminator Loss: 1.1340... Generator Loss: 0.8620 Epoch 1/2... Discriminator Loss: 1.0038... Generator Loss: 1.1073 Epoch 1/2... Discriminator Loss: 0.9826... Generator Loss: 1.2764 Epoch 1/2... Discriminator Loss: 0.8609... Generator Loss: 1.3656 Epoch 1/2... Discriminator Loss: 2.0476... Generator Loss: 0.2615 Epoch 1/2... Discriminator Loss: 1.3447... Generator Loss: 0.5612 Epoch 1/2... Discriminator Loss: 1.0881... Generator Loss: 1.2092 Epoch 1/2... Discriminator Loss: 1.2464... Generator Loss: 0.6899 Epoch 1/2... Discriminator Loss: 1.0818... Generator Loss: 1.1486 Epoch 1/2... Discriminator Loss: 2.1683... Generator Loss: 0.2170
Epoch 1/2... Discriminator Loss: 1.0991... Generator Loss: 1.0157 Epoch 1/2... Discriminator Loss: 0.9757... Generator Loss: 0.8559 Epoch 1/2... Discriminator Loss: 1.2809... Generator Loss: 0.7369 Epoch 1/2... Discriminator Loss: 1.0544... Generator Loss: 1.3776 Epoch 1/2... Discriminator Loss: 1.2842... Generator Loss: 0.6797 Epoch 1/2... Discriminator Loss: 1.2467... Generator Loss: 0.6370 Epoch 1/2... Discriminator Loss: 1.0111... Generator Loss: 0.9743 Epoch 1/2... Discriminator Loss: 1.2599... Generator Loss: 0.6990 Epoch 1/2... Discriminator Loss: 1.0423... Generator Loss: 1.7652 Epoch 1/2... Discriminator Loss: 0.9623... Generator Loss: 1.0673
Epoch 1/2... Discriminator Loss: 1.2222... Generator Loss: 0.7290 Epoch 1/2... Discriminator Loss: 0.9452... Generator Loss: 1.2446 Epoch 1/2... Discriminator Loss: 1.5821... Generator Loss: 0.3599 Epoch 1/2... Discriminator Loss: 1.0648... Generator Loss: 0.8903 Epoch 1/2... Discriminator Loss: 0.8894... Generator Loss: 1.0857 Epoch 1/2... Discriminator Loss: 0.9624... Generator Loss: 1.2258 Epoch 1/2... Discriminator Loss: 1.8773... Generator Loss: 0.2867 Epoch 1/2... Discriminator Loss: 1.0089... Generator Loss: 1.4227 Epoch 1/2... Discriminator Loss: 0.9896... Generator Loss: 0.9048 Epoch 1/2... Discriminator Loss: 0.8899... Generator Loss: 1.2379
Epoch 1/2... Discriminator Loss: 1.0771... Generator Loss: 0.9123 Epoch 1/2... Discriminator Loss: 1.4944... Generator Loss: 0.5477 Epoch 1/2... Discriminator Loss: 1.2357... Generator Loss: 0.8526 Epoch 1/2... Discriminator Loss: 0.9419... Generator Loss: 1.3102 Epoch 1/2... Discriminator Loss: 1.0195... Generator Loss: 1.1656 Epoch 1/2... Discriminator Loss: 0.6457... Generator Loss: 1.5964 Epoch 1/2... Discriminator Loss: 1.2339... Generator Loss: 2.0289 Epoch 1/2... Discriminator Loss: 0.9586... Generator Loss: 1.0046 Epoch 1/2... Discriminator Loss: 0.9675... Generator Loss: 1.2207 Epoch 1/2... Discriminator Loss: 1.2214... Generator Loss: 0.8085
Epoch 1/2... Discriminator Loss: 1.2485... Generator Loss: 0.7296 Epoch 1/2... Discriminator Loss: 1.1082... Generator Loss: 1.4123 Epoch 1/2... Discriminator Loss: 1.1564... Generator Loss: 0.8607 Epoch 1/2... Discriminator Loss: 1.0311... Generator Loss: 1.1159 Epoch 1/2... Discriminator Loss: 1.9832... Generator Loss: 0.2945 Epoch 1/2... Discriminator Loss: 1.1733... Generator Loss: 0.8748 Epoch 1/2... Discriminator Loss: 1.0146... Generator Loss: 0.9125 Epoch 2/2... Discriminator Loss: 1.0422... Generator Loss: 1.0176 Epoch 2/2... Discriminator Loss: 1.1396... Generator Loss: 2.0397 Epoch 2/2... Discriminator Loss: 1.7225... Generator Loss: 0.3697
Epoch 2/2... Discriminator Loss: 0.9008... Generator Loss: 1.1606 Epoch 2/2... Discriminator Loss: 1.1324... Generator Loss: 1.3651 Epoch 2/2... Discriminator Loss: 1.0582... Generator Loss: 0.9353 Epoch 2/2... Discriminator Loss: 1.3288... Generator Loss: 1.7293 Epoch 2/2... Discriminator Loss: 0.9855... Generator Loss: 1.1391 Epoch 2/2... Discriminator Loss: 0.9186... Generator Loss: 1.3320 Epoch 2/2... Discriminator Loss: 1.0431... Generator Loss: 0.7885 Epoch 2/2... Discriminator Loss: 1.5220... Generator Loss: 0.4894 Epoch 2/2... Discriminator Loss: 1.0875... Generator Loss: 0.8381 Epoch 2/2... Discriminator Loss: 0.9031... Generator Loss: 1.1705
Epoch 2/2... Discriminator Loss: 1.2614... Generator Loss: 0.7897 Epoch 2/2... Discriminator Loss: 0.8732... Generator Loss: 1.3337 Epoch 2/2... Discriminator Loss: 1.1774... Generator Loss: 0.6937 Epoch 2/2... Discriminator Loss: 1.2051... Generator Loss: 0.6240 Epoch 2/2... Discriminator Loss: 1.2799... Generator Loss: 0.6802 Epoch 2/2... Discriminator Loss: 0.9510... Generator Loss: 1.2733 Epoch 2/2... Discriminator Loss: 1.2265... Generator Loss: 0.7139 Epoch 2/2... Discriminator Loss: 0.8848... Generator Loss: 1.2893 Epoch 2/2... Discriminator Loss: 0.9605... Generator Loss: 1.0381 Epoch 2/2... Discriminator Loss: 1.3163... Generator Loss: 0.6083
Epoch 2/2... Discriminator Loss: 1.0486... Generator Loss: 1.7553 Epoch 2/2... Discriminator Loss: 0.9699... Generator Loss: 0.9537 Epoch 2/2... Discriminator Loss: 1.1353... Generator Loss: 0.7689 Epoch 2/2... Discriminator Loss: 1.0665... Generator Loss: 0.8110 Epoch 2/2... Discriminator Loss: 0.9296... Generator Loss: 1.0787 Epoch 2/2... Discriminator Loss: 1.0641... Generator Loss: 1.8631 Epoch 2/2... Discriminator Loss: 1.1391... Generator Loss: 0.6193 Epoch 2/2... Discriminator Loss: 1.0327... Generator Loss: 1.0586 Epoch 2/2... Discriminator Loss: 0.9618... Generator Loss: 0.8537 Epoch 2/2... Discriminator Loss: 1.3370... Generator Loss: 0.6117
Epoch 2/2... Discriminator Loss: 0.9419... Generator Loss: 1.3609 Epoch 2/2... Discriminator Loss: 0.9223... Generator Loss: 1.5588 Epoch 2/2... Discriminator Loss: 0.9442... Generator Loss: 0.9408 Epoch 2/2... Discriminator Loss: 1.8378... Generator Loss: 3.0720 Epoch 2/2... Discriminator Loss: 1.1654... Generator Loss: 0.7524 Epoch 2/2... Discriminator Loss: 1.0580... Generator Loss: 0.9171 Epoch 2/2... Discriminator Loss: 0.8387... Generator Loss: 1.0745 Epoch 2/2... Discriminator Loss: 1.5390... Generator Loss: 0.3645 Epoch 2/2... Discriminator Loss: 0.9817... Generator Loss: 0.9026 Epoch 2/2... Discriminator Loss: 1.1409... Generator Loss: 0.8093
Epoch 2/2... Discriminator Loss: 0.9113... Generator Loss: 1.5462 Epoch 2/2... Discriminator Loss: 0.9937... Generator Loss: 1.0248 Epoch 2/2... Discriminator Loss: 1.0264... Generator Loss: 0.8379 Epoch 2/2... Discriminator Loss: 0.9484... Generator Loss: 1.2508 Epoch 2/2... Discriminator Loss: 1.0424... Generator Loss: 1.4171 Epoch 2/2... Discriminator Loss: 0.8604... Generator Loss: 1.2832 Epoch 2/2... Discriminator Loss: 2.5761... Generator Loss: 0.1610 Epoch 2/2... Discriminator Loss: 1.0064... Generator Loss: 0.9759 Epoch 2/2... Discriminator Loss: 1.0672... Generator Loss: 0.9947 Epoch 2/2... Discriminator Loss: 1.0642... Generator Loss: 1.3645
Epoch 2/2... Discriminator Loss: 1.0163... Generator Loss: 1.0336 Epoch 2/2... Discriminator Loss: 1.1012... Generator Loss: 1.1994 Epoch 2/2... Discriminator Loss: 0.9333... Generator Loss: 1.0438 Epoch 2/2... Discriminator Loss: 0.8569... Generator Loss: 1.1159 Epoch 2/2... Discriminator Loss: 0.9467... Generator Loss: 1.1190 Epoch 2/2... Discriminator Loss: 0.7627... Generator Loss: 1.5069 Epoch 2/2... Discriminator Loss: 1.0692... Generator Loss: 0.8369 Epoch 2/2... Discriminator Loss: 1.0390... Generator Loss: 0.8152 Epoch 2/2... Discriminator Loss: 1.4044... Generator Loss: 0.5038 Epoch 2/2... Discriminator Loss: 1.1815... Generator Loss: 0.8334
Epoch 2/2... Discriminator Loss: 0.8812... Generator Loss: 1.7994 Epoch 2/2... Discriminator Loss: 0.9685... Generator Loss: 1.1958 Epoch 2/2... Discriminator Loss: 1.0621... Generator Loss: 0.8053 Epoch 2/2... Discriminator Loss: 0.7716... Generator Loss: 1.3379 Epoch 2/2... Discriminator Loss: 0.9785... Generator Loss: 0.8873 Epoch 2/2... Discriminator Loss: 1.0450... Generator Loss: 1.0552 Epoch 2/2... Discriminator Loss: 1.4498... Generator Loss: 0.6865 Epoch 2/2... Discriminator Loss: 0.9205... Generator Loss: 1.1111 Epoch 2/2... Discriminator Loss: 1.0105... Generator Loss: 1.1734 Epoch 2/2... Discriminator Loss: 0.9750... Generator Loss: 1.0962
Epoch 2/2... Discriminator Loss: 0.9956... Generator Loss: 1.2288 Epoch 2/2... Discriminator Loss: 1.3747... Generator Loss: 0.6073 Epoch 2/2... Discriminator Loss: 1.1093... Generator Loss: 0.8444 Epoch 2/2... Discriminator Loss: 0.8516... Generator Loss: 1.3590 Epoch 2/2... Discriminator Loss: 1.2443... Generator Loss: 1.5578 Epoch 2/2... Discriminator Loss: 1.5569... Generator Loss: 0.5099 Epoch 2/2... Discriminator Loss: 0.8545... Generator Loss: 1.3771 Epoch 2/2... Discriminator Loss: 1.0975... Generator Loss: 0.8059 Epoch 2/2... Discriminator Loss: 0.7250... Generator Loss: 1.5655 Epoch 2/2... Discriminator Loss: 0.8783... Generator Loss: 1.1791
Epoch 2/2... Discriminator Loss: 0.7822... Generator Loss: 2.1091 Epoch 2/2... Discriminator Loss: 1.0810... Generator Loss: 0.9725 Epoch 2/2... Discriminator Loss: 1.2637... Generator Loss: 0.6123 Epoch 2/2... Discriminator Loss: 1.0276... Generator Loss: 0.8657 Epoch 2/2... Discriminator Loss: 0.7012... Generator Loss: 2.3370 Epoch 2/2... Discriminator Loss: 0.8859... Generator Loss: 1.1322 Epoch 2/2... Discriminator Loss: 1.1513... Generator Loss: 0.8319 Epoch 2/2... Discriminator Loss: 0.7528... Generator Loss: 1.4900 Epoch 2/2... Discriminator Loss: 1.3380... Generator Loss: 0.6363 Epoch 2/2... Discriminator Loss: 0.9946... Generator Loss: 1.8288
Epoch 2/2... Discriminator Loss: 1.1074... Generator Loss: 1.8707 Epoch 2/2... Discriminator Loss: 0.8398... Generator Loss: 1.7327 Epoch 2/2... Discriminator Loss: 0.8500... Generator Loss: 1.8709 Epoch 2/2... Discriminator Loss: 0.7138... Generator Loss: 1.5967 Epoch 2/2... Discriminator Loss: 0.9876... Generator Loss: 0.9807 Epoch 2/2... Discriminator Loss: 0.7663... Generator Loss: 1.5592 Epoch 2/2... Discriminator Loss: 1.1737... Generator Loss: 2.6911 Epoch 2/2... Discriminator Loss: 1.0005... Generator Loss: 0.9267 Epoch 2/2... Discriminator Loss: 1.2133... Generator Loss: 0.7207 Epoch 2/2... Discriminator Loss: 0.8185... Generator Loss: 1.1434
Epoch 2/2... Discriminator Loss: 1.4482... Generator Loss: 0.5142 Epoch 2/2... Discriminator Loss: 0.9713... Generator Loss: 1.3302 Epoch 2/2... Discriminator Loss: 0.9802... Generator Loss: 0.9410 Epoch 2/2... Discriminator Loss: 1.1591... Generator Loss: 0.8691 Epoch 2/2... Discriminator Loss: 1.0031... Generator Loss: 0.8541 Epoch 2/2... Discriminator Loss: 0.8469... Generator Loss: 1.0950 Epoch 2/2... Discriminator Loss: 1.1300... Generator Loss: 0.8317 Epoch 2/2... Discriminator Loss: 0.9378... Generator Loss: 0.8921 Epoch 2/2... Discriminator Loss: 0.7744... Generator Loss: 1.5016 Epoch 2/2... Discriminator Loss: 0.9084... Generator Loss: 1.0582
Epoch 2/2... Discriminator Loss: 0.8747... Generator Loss: 1.0120 Epoch 2/2... Discriminator Loss: 1.2847... Generator Loss: 0.5656 Epoch 2/2... Discriminator Loss: 0.9391... Generator Loss: 1.7389 Epoch 2/2... Discriminator Loss: 0.9520... Generator Loss: 1.0517 Epoch 2/2... Discriminator Loss: 0.9146... Generator Loss: 1.0495 Epoch 2/2... Discriminator Loss: 0.9684... Generator Loss: 0.9563 Epoch 2/2... Discriminator Loss: 0.7785... Generator Loss: 1.5914 Epoch 2/2... Discriminator Loss: 0.8975... Generator Loss: 1.1794 Epoch 2/2... Discriminator Loss: 0.7821... Generator Loss: 1.9291 Epoch 2/2... Discriminator Loss: 0.8253... Generator Loss: 1.4384
Epoch 2/2... Discriminator Loss: 0.8609... Generator Loss: 1.0951 Epoch 2/2... Discriminator Loss: 0.8054... Generator Loss: 1.2249 Epoch 2/2... Discriminator Loss: 0.7681... Generator Loss: 1.5014 Epoch 2/2... Discriminator Loss: 0.9440... Generator Loss: 1.0735 Epoch 2/2... Discriminator Loss: 0.8677... Generator Loss: 2.4476 Epoch 2/2... Discriminator Loss: 0.9083... Generator Loss: 1.8192 Epoch 2/2... Discriminator Loss: 0.8023... Generator Loss: 1.2844 Epoch 2/2... Discriminator Loss: 0.9048... Generator Loss: 1.1618 Epoch 2/2... Discriminator Loss: 0.9229... Generator Loss: 1.1618 Epoch 2/2... Discriminator Loss: 0.8622... Generator Loss: 1.6042
Epoch 2/2... Discriminator Loss: 1.0648... Generator Loss: 0.6121 Epoch 2/2... Discriminator Loss: 0.9477... Generator Loss: 2.5671 Epoch 2/2... Discriminator Loss: 0.9980... Generator Loss: 0.9201 Epoch 2/2... Discriminator Loss: 0.9399... Generator Loss: 1.0598 Epoch 2/2... Discriminator Loss: 1.0351... Generator Loss: 0.8658 Epoch 2/2... Discriminator Loss: 0.9037... Generator Loss: 2.2806 Epoch 2/2... Discriminator Loss: 1.1957... Generator Loss: 0.5680 Epoch 2/2... Discriminator Loss: 0.7948... Generator Loss: 1.1570 Epoch 2/2... Discriminator Loss: 0.7637... Generator Loss: 1.6288 Epoch 2/2... Discriminator Loss: 1.2918... Generator Loss: 0.6797
Epoch 2/2... Discriminator Loss: 0.7920... Generator Loss: 1.4982 Epoch 2/2... Discriminator Loss: 0.9253... Generator Loss: 1.0853 Epoch 2/2... Discriminator Loss: 1.1913... Generator Loss: 2.9509 Epoch 2/2... Discriminator Loss: 1.0762... Generator Loss: 0.8011 Epoch 2/2... Discriminator Loss: 0.7743... Generator Loss: 2.0687 Epoch 2/2... Discriminator Loss: 1.1866... Generator Loss: 0.7117 Epoch 2/2... Discriminator Loss: 0.9673... Generator Loss: 1.0760 Epoch 2/2... Discriminator Loss: 0.9639... Generator Loss: 1.1388 Epoch 2/2... Discriminator Loss: 1.0593... Generator Loss: 0.9208 Epoch 2/2... Discriminator Loss: 0.8249... Generator Loss: 1.7831
Epoch 2/2... Discriminator Loss: 0.9277... Generator Loss: 1.5189 Epoch 2/2... Discriminator Loss: 1.2295... Generator Loss: 0.6111 Epoch 2/2... Discriminator Loss: 0.8170... Generator Loss: 1.0779 Epoch 2/2... Discriminator Loss: 1.4584... Generator Loss: 3.0660 Epoch 2/2... Discriminator Loss: 0.7144... Generator Loss: 1.8447 Epoch 2/2... Discriminator Loss: 1.0603... Generator Loss: 0.9151 Epoch 2/2... Discriminator Loss: 0.9220... Generator Loss: 1.2840 Epoch 2/2... Discriminator Loss: 0.7206... Generator Loss: 1.5383 Epoch 2/2... Discriminator Loss: 0.8866... Generator Loss: 1.2909 Epoch 2/2... Discriminator Loss: 0.8814... Generator Loss: 1.1179
Epoch 2/2... Discriminator Loss: 1.0683... Generator Loss: 0.8588 Epoch 2/2... Discriminator Loss: 0.6944... Generator Loss: 1.6218 Epoch 2/2... Discriminator Loss: 0.6399... Generator Loss: 1.6740 Epoch 2/2... Discriminator Loss: 1.5506... Generator Loss: 2.7341 Epoch 2/2... Discriminator Loss: 0.9235... Generator Loss: 1.1095 Epoch 2/2... Discriminator Loss: 0.9671... Generator Loss: 1.2846 Epoch 2/2... Discriminator Loss: 0.7317... Generator Loss: 2.3035 Epoch 2/2... Discriminator Loss: 1.5650... Generator Loss: 2.8211 Epoch 2/2... Discriminator Loss: 0.7737... Generator Loss: 1.7901 Epoch 2/2... Discriminator Loss: 0.9344... Generator Loss: 0.9438
Epoch 2/2... Discriminator Loss: 1.4276... Generator Loss: 0.6397 Epoch 2/2... Discriminator Loss: 0.8301... Generator Loss: 1.1375 Epoch 2/2... Discriminator Loss: 1.0164... Generator Loss: 1.0157 Epoch 2/2... Discriminator Loss: 0.8597... Generator Loss: 1.2903 Epoch 2/2... Discriminator Loss: 0.6831... Generator Loss: 1.4766 Epoch 2/2... Discriminator Loss: 0.9058... Generator Loss: 1.1661 Epoch 2/2... Discriminator Loss: 0.9904... Generator Loss: 0.7526 Epoch 2/2... Discriminator Loss: 0.9189... Generator Loss: 1.9788 Epoch 2/2... Discriminator Loss: 0.7952... Generator Loss: 1.3222 Epoch 2/2... Discriminator Loss: 1.1404... Generator Loss: 0.6980
Epoch 2/2... Discriminator Loss: 0.6170... Generator Loss: 1.8728 Epoch 2/2... Discriminator Loss: 1.0043... Generator Loss: 2.0575 Epoch 2/2... Discriminator Loss: 0.7553... Generator Loss: 1.6352 Epoch 2/2... Discriminator Loss: 1.0037... Generator Loss: 0.8725 Epoch 2/2... Discriminator Loss: 1.3655... Generator Loss: 0.7743
Run your GANs on CelebA. It will take around 20 minutes on the average GPU to run one epoch. You can run the whole epoch or stop when it starts to generate realistic faces.
batch_size = 32
z_dim = 100
learning_rate = 0.0002
beta1 = 0.3
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 2
celeba_dataset = helper.Dataset('celeba', glob(os.path.join(data_dir, 'img_align_celeba/*.jpg')))
with tf.Graph().as_default():
train(epochs, batch_size, z_dim, learning_rate, beta1, celeba_dataset.get_batches,
celeba_dataset.shape, celeba_dataset.image_mode)
Epoch 1/2... Discriminator Loss: 1.3527... Generator Loss: 0.7441 Epoch 1/2... Discriminator Loss: 0.6500... Generator Loss: 1.7216 Epoch 1/2... Discriminator Loss: 0.6013... Generator Loss: 1.9100 Epoch 1/2... Discriminator Loss: 1.6283... Generator Loss: 0.5331 Epoch 1/2... Discriminator Loss: 0.9095... Generator Loss: 1.6827 Epoch 1/2... Discriminator Loss: 1.7799... Generator Loss: 0.3577 Epoch 1/2... Discriminator Loss: 1.8813... Generator Loss: 0.3464 Epoch 1/2... Discriminator Loss: 0.9581... Generator Loss: 0.9220 Epoch 1/2... Discriminator Loss: 0.8006... Generator Loss: 1.3042 Epoch 1/2... Discriminator Loss: 0.7002... Generator Loss: 2.4172
Epoch 1/2... Discriminator Loss: 1.0582... Generator Loss: 0.7849 Epoch 1/2... Discriminator Loss: 0.7550... Generator Loss: 1.4113 Epoch 1/2... Discriminator Loss: 0.8468... Generator Loss: 1.0669 Epoch 1/2... Discriminator Loss: 1.0375... Generator Loss: 0.9341 Epoch 1/2... Discriminator Loss: 1.8932... Generator Loss: 0.3409 Epoch 1/2... Discriminator Loss: 1.1923... Generator Loss: 2.6641 Epoch 1/2... Discriminator Loss: 0.6801... Generator Loss: 2.3187 Epoch 1/2... Discriminator Loss: 0.6967... Generator Loss: 1.8098 Epoch 1/2... Discriminator Loss: 1.5364... Generator Loss: 0.5643 Epoch 1/2... Discriminator Loss: 1.1817... Generator Loss: 0.6174
Epoch 1/2... Discriminator Loss: 0.7422... Generator Loss: 1.5077 Epoch 1/2... Discriminator Loss: 1.0543... Generator Loss: 2.8390 Epoch 1/2... Discriminator Loss: 1.1233... Generator Loss: 0.8370 Epoch 1/2... Discriminator Loss: 1.4078... Generator Loss: 0.6942 Epoch 1/2... Discriminator Loss: 1.9338... Generator Loss: 0.2998 Epoch 1/2... Discriminator Loss: 1.7293... Generator Loss: 0.3695 Epoch 1/2... Discriminator Loss: 0.8419... Generator Loss: 1.3718 Epoch 1/2... Discriminator Loss: 0.9122... Generator Loss: 1.0264 Epoch 1/2... Discriminator Loss: 0.5779... Generator Loss: 3.2783 Epoch 1/2... Discriminator Loss: 0.6318... Generator Loss: 2.4581
Epoch 1/2... Discriminator Loss: 2.1108... Generator Loss: 0.2441 Epoch 1/2... Discriminator Loss: 0.8792... Generator Loss: 1.2130 Epoch 1/2... Discriminator Loss: 1.1945... Generator Loss: 0.6938 Epoch 1/2... Discriminator Loss: 0.6835... Generator Loss: 1.5153 Epoch 1/2... Discriminator Loss: 1.4790... Generator Loss: 0.5202 Epoch 1/2... Discriminator Loss: 0.9241... Generator Loss: 3.5050 Epoch 1/2... Discriminator Loss: 0.8672... Generator Loss: 1.3024 Epoch 1/2... Discriminator Loss: 1.3641... Generator Loss: 0.6909 Epoch 1/2... Discriminator Loss: 1.2235... Generator Loss: 0.6543 Epoch 1/2... Discriminator Loss: 0.7534... Generator Loss: 3.3822
Epoch 1/2... Discriminator Loss: 0.5681... Generator Loss: 2.4238 Epoch 1/2... Discriminator Loss: 1.4127... Generator Loss: 0.4661 Epoch 1/2... Discriminator Loss: 0.6072... Generator Loss: 3.3215 Epoch 1/2... Discriminator Loss: 1.1318... Generator Loss: 0.8115 Epoch 1/2... Discriminator Loss: 1.4435... Generator Loss: 2.5940 Epoch 1/2... Discriminator Loss: 0.8799... Generator Loss: 1.5371 Epoch 1/2... Discriminator Loss: 1.2078... Generator Loss: 1.8321 Epoch 1/2... Discriminator Loss: 1.1727... Generator Loss: 0.7344 Epoch 1/2... Discriminator Loss: 1.1310... Generator Loss: 0.9048 Epoch 1/2... Discriminator Loss: 0.6761... Generator Loss: 1.6107
Epoch 1/2... Discriminator Loss: 1.8707... Generator Loss: 0.3352 Epoch 1/2... Discriminator Loss: 2.2066... Generator Loss: 0.1834 Epoch 1/2... Discriminator Loss: 1.5358... Generator Loss: 1.2983 Epoch 1/2... Discriminator Loss: 1.3072... Generator Loss: 0.5868 Epoch 1/2... Discriminator Loss: 0.5403... Generator Loss: 2.0968 Epoch 1/2... Discriminator Loss: 0.9884... Generator Loss: 3.1169 Epoch 1/2... Discriminator Loss: 0.7642... Generator Loss: 1.5506 Epoch 1/2... Discriminator Loss: 2.0217... Generator Loss: 1.4728 Epoch 1/2... Discriminator Loss: 1.0314... Generator Loss: 0.8396 Epoch 1/2... Discriminator Loss: 0.6029... Generator Loss: 1.8941
Epoch 1/2... Discriminator Loss: 1.3876... Generator Loss: 1.0618 Epoch 1/2... Discriminator Loss: 0.6830... Generator Loss: 1.9699 Epoch 1/2... Discriminator Loss: 1.0601... Generator Loss: 0.8208 Epoch 1/2... Discriminator Loss: 0.6464... Generator Loss: 1.8103 Epoch 1/2... Discriminator Loss: 0.8556... Generator Loss: 1.1541 Epoch 1/2... Discriminator Loss: 0.5606... Generator Loss: 3.2626 Epoch 1/2... Discriminator Loss: 0.8550... Generator Loss: 1.0614 Epoch 1/2... Discriminator Loss: 0.5503... Generator Loss: 2.1624 Epoch 1/2... Discriminator Loss: 1.6552... Generator Loss: 0.4897 Epoch 1/2... Discriminator Loss: 1.2896... Generator Loss: 1.1475
Epoch 1/2... Discriminator Loss: 1.2042... Generator Loss: 0.8219 Epoch 1/2... Discriminator Loss: 0.8898... Generator Loss: 1.2187 Epoch 1/2... Discriminator Loss: 1.1474... Generator Loss: 0.7876 Epoch 1/2... Discriminator Loss: 0.8711... Generator Loss: 0.9760 Epoch 1/2... Discriminator Loss: 1.0372... Generator Loss: 0.7997 Epoch 1/2... Discriminator Loss: 1.3380... Generator Loss: 1.0409 Epoch 1/2... Discriminator Loss: 0.4542... Generator Loss: 3.0485 Epoch 1/2... Discriminator Loss: 0.8223... Generator Loss: 1.1643 Epoch 1/2... Discriminator Loss: 3.9142... Generator Loss: 4.1490 Epoch 1/2... Discriminator Loss: 0.6943... Generator Loss: 2.8249
Epoch 1/2... Discriminator Loss: 0.8676... Generator Loss: 1.1661 Epoch 1/2... Discriminator Loss: 1.0039... Generator Loss: 0.9454 Epoch 1/2... Discriminator Loss: 1.8738... Generator Loss: 1.9135 Epoch 1/2... Discriminator Loss: 0.7178... Generator Loss: 2.8565 Epoch 1/2... Discriminator Loss: 1.1223... Generator Loss: 0.8676 Epoch 1/2... Discriminator Loss: 0.9367... Generator Loss: 1.1658 Epoch 1/2... Discriminator Loss: 1.1149... Generator Loss: 0.8353 Epoch 1/2... Discriminator Loss: 0.7906... Generator Loss: 1.1470 Epoch 1/2... Discriminator Loss: 1.7885... Generator Loss: 0.7965 Epoch 1/2... Discriminator Loss: 0.5699... Generator Loss: 2.3957
Epoch 1/2... Discriminator Loss: 0.9122... Generator Loss: 1.4699 Epoch 1/2... Discriminator Loss: 1.2174... Generator Loss: 0.6834 Epoch 1/2... Discriminator Loss: 0.9083... Generator Loss: 1.8147 Epoch 1/2... Discriminator Loss: 0.4475... Generator Loss: 3.3473 Epoch 1/2... Discriminator Loss: 0.6174... Generator Loss: 1.7621 Epoch 1/2... Discriminator Loss: 0.5506... Generator Loss: 1.7518 Epoch 1/2... Discriminator Loss: 0.5309... Generator Loss: 2.7193 Epoch 1/2... Discriminator Loss: 1.3450... Generator Loss: 0.9057 Epoch 1/2... Discriminator Loss: 0.8162... Generator Loss: 1.0980 Epoch 1/2... Discriminator Loss: 0.6956... Generator Loss: 1.5223
Epoch 1/2... Discriminator Loss: 0.7778... Generator Loss: 2.9936 Epoch 1/2... Discriminator Loss: 0.6490... Generator Loss: 1.5235 Epoch 1/2... Discriminator Loss: 1.8320... Generator Loss: 0.5365 Epoch 1/2... Discriminator Loss: 1.3063... Generator Loss: 0.7113 Epoch 1/2... Discriminator Loss: 0.8580... Generator Loss: 1.3583 Epoch 1/2... Discriminator Loss: 0.9127... Generator Loss: 2.4625 Epoch 1/2... Discriminator Loss: 0.7579... Generator Loss: 2.4637 Epoch 1/2... Discriminator Loss: 0.7816... Generator Loss: 1.1729 Epoch 1/2... Discriminator Loss: 1.1141... Generator Loss: 0.7805 Epoch 1/2... Discriminator Loss: 1.2258... Generator Loss: 1.3244
Epoch 1/2... Discriminator Loss: 1.2586... Generator Loss: 1.0932 Epoch 1/2... Discriminator Loss: 0.7256... Generator Loss: 2.5512 Epoch 1/2... Discriminator Loss: 2.7917... Generator Loss: 3.2339 Epoch 1/2... Discriminator Loss: 1.4239... Generator Loss: 0.7956 Epoch 1/2... Discriminator Loss: 0.9379... Generator Loss: 1.6206 Epoch 1/2... Discriminator Loss: 0.8163... Generator Loss: 1.6322 Epoch 1/2... Discriminator Loss: 0.8871... Generator Loss: 1.8763 Epoch 1/2... Discriminator Loss: 1.0022... Generator Loss: 0.8350 Epoch 1/2... Discriminator Loss: 0.8576... Generator Loss: 1.8305 Epoch 1/2... Discriminator Loss: 0.6961... Generator Loss: 1.5345
Epoch 1/2... Discriminator Loss: 1.0646... Generator Loss: 1.2620 Epoch 1/2... Discriminator Loss: 1.2078... Generator Loss: 0.7887 Epoch 1/2... Discriminator Loss: 0.4523... Generator Loss: 2.5544 Epoch 1/2... Discriminator Loss: 1.4935... Generator Loss: 0.6730 Epoch 1/2... Discriminator Loss: 1.3325... Generator Loss: 0.8341 Epoch 1/2... Discriminator Loss: 1.3791... Generator Loss: 0.7106 Epoch 1/2... Discriminator Loss: 0.6903... Generator Loss: 2.7142 Epoch 1/2... Discriminator Loss: 1.8315... Generator Loss: 3.1472 Epoch 1/2... Discriminator Loss: 1.2303... Generator Loss: 0.9513 Epoch 1/2... Discriminator Loss: 1.1425... Generator Loss: 0.9482
Epoch 1/2... Discriminator Loss: 1.4045... Generator Loss: 0.8142 Epoch 1/2... Discriminator Loss: 1.2191... Generator Loss: 0.8523 Epoch 1/2... Discriminator Loss: 1.2612... Generator Loss: 0.8353 Epoch 1/2... Discriminator Loss: 1.1164... Generator Loss: 0.9950 Epoch 1/2... Discriminator Loss: 1.3326... Generator Loss: 0.6942 Epoch 1/2... Discriminator Loss: 0.7025... Generator Loss: 1.3940 Epoch 1/2... Discriminator Loss: 0.6294... Generator Loss: 1.6274 Epoch 1/2... Discriminator Loss: 0.9757... Generator Loss: 1.5715 Epoch 1/2... Discriminator Loss: 0.4010... Generator Loss: 3.5497 Epoch 1/2... Discriminator Loss: 1.2359... Generator Loss: 0.6404
Epoch 1/2... Discriminator Loss: 1.1460... Generator Loss: 1.1685 Epoch 1/2... Discriminator Loss: 1.0527... Generator Loss: 1.3421 Epoch 1/2... Discriminator Loss: 0.9088... Generator Loss: 1.0115 Epoch 1/2... Discriminator Loss: 0.9857... Generator Loss: 1.5271 Epoch 1/2... Discriminator Loss: 0.7218... Generator Loss: 1.2244 Epoch 1/2... Discriminator Loss: 0.4946... Generator Loss: 3.4428 Epoch 1/2... Discriminator Loss: 0.8720... Generator Loss: 1.7329 Epoch 1/2... Discriminator Loss: 1.4810... Generator Loss: 2.1284 Epoch 1/2... Discriminator Loss: 1.4932... Generator Loss: 0.7021 Epoch 1/2... Discriminator Loss: 1.3265... Generator Loss: 0.8035
Epoch 1/2... Discriminator Loss: 1.2029... Generator Loss: 0.9449 Epoch 1/2... Discriminator Loss: 1.2377... Generator Loss: 1.1286 Epoch 1/2... Discriminator Loss: 1.3419... Generator Loss: 0.5854 Epoch 1/2... Discriminator Loss: 1.3550... Generator Loss: 0.5622 Epoch 1/2... Discriminator Loss: 0.8033... Generator Loss: 2.8566 Epoch 1/2... Discriminator Loss: 0.6737... Generator Loss: 1.7811 Epoch 1/2... Discriminator Loss: 1.1360... Generator Loss: 1.0740 Epoch 1/2... Discriminator Loss: 1.2917... Generator Loss: 0.7563 Epoch 1/2... Discriminator Loss: 1.1289... Generator Loss: 0.7440 Epoch 1/2... Discriminator Loss: 1.2448... Generator Loss: 2.4382
Epoch 1/2... Discriminator Loss: 0.8071... Generator Loss: 1.2417 Epoch 1/2... Discriminator Loss: 1.2073... Generator Loss: 0.9287 Epoch 1/2... Discriminator Loss: 1.0261... Generator Loss: 1.1638 Epoch 1/2... Discriminator Loss: 1.1770... Generator Loss: 2.9101 Epoch 1/2... Discriminator Loss: 0.5644... Generator Loss: 1.6608 Epoch 1/2... Discriminator Loss: 1.3907... Generator Loss: 1.6013 Epoch 1/2... Discriminator Loss: 1.3963... Generator Loss: 0.6562 Epoch 1/2... Discriminator Loss: 1.1556... Generator Loss: 0.9990 Epoch 1/2... Discriminator Loss: 1.3616... Generator Loss: 0.7014 Epoch 1/2... Discriminator Loss: 1.0400... Generator Loss: 2.3358
Epoch 1/2... Discriminator Loss: 1.2275... Generator Loss: 0.7314 Epoch 1/2... Discriminator Loss: 0.5857... Generator Loss: 1.9096 Epoch 1/2... Discriminator Loss: 1.2509... Generator Loss: 2.4017 Epoch 1/2... Discriminator Loss: 1.1972... Generator Loss: 4.4054 Epoch 1/2... Discriminator Loss: 1.2712... Generator Loss: 0.5304 Epoch 1/2... Discriminator Loss: 0.8413... Generator Loss: 1.4404 Epoch 1/2... Discriminator Loss: 1.1732... Generator Loss: 0.9778 Epoch 1/2... Discriminator Loss: 1.0617... Generator Loss: 0.7790 Epoch 1/2... Discriminator Loss: 0.7046... Generator Loss: 4.3457 Epoch 1/2... Discriminator Loss: 0.9749... Generator Loss: 3.9640
Epoch 1/2... Discriminator Loss: 1.0616... Generator Loss: 0.8033 Epoch 1/2... Discriminator Loss: 1.0091... Generator Loss: 1.5071 Epoch 1/2... Discriminator Loss: 0.5678... Generator Loss: 2.1523 Epoch 1/2... Discriminator Loss: 0.8608... Generator Loss: 0.9438 Epoch 1/2... Discriminator Loss: 1.1318... Generator Loss: 1.1308 Epoch 1/2... Discriminator Loss: 1.3339... Generator Loss: 0.7657 Epoch 1/2... Discriminator Loss: 1.3448... Generator Loss: 1.1145 Epoch 1/2... Discriminator Loss: 0.7857... Generator Loss: 1.3600 Epoch 1/2... Discriminator Loss: 1.1042... Generator Loss: 1.0452 Epoch 1/2... Discriminator Loss: 1.2342... Generator Loss: 0.6513
Epoch 1/2... Discriminator Loss: 1.9061... Generator Loss: 2.3779 Epoch 1/2... Discriminator Loss: 1.2178... Generator Loss: 3.4558 Epoch 1/2... Discriminator Loss: 1.2181... Generator Loss: 0.5825 Epoch 1/2... Discriminator Loss: 1.5598... Generator Loss: 0.4140 Epoch 1/2... Discriminator Loss: 1.1164... Generator Loss: 0.8566 Epoch 1/2... Discriminator Loss: 0.6821... Generator Loss: 1.5389 Epoch 1/2... Discriminator Loss: 0.4424... Generator Loss: 2.5982 Epoch 1/2... Discriminator Loss: 0.6341... Generator Loss: 2.2827 Epoch 1/2... Discriminator Loss: 1.1012... Generator Loss: 1.0279 Epoch 1/2... Discriminator Loss: 1.3100... Generator Loss: 0.5051
Epoch 1/2... Discriminator Loss: 0.8520... Generator Loss: 1.8729 Epoch 1/2... Discriminator Loss: 1.0658... Generator Loss: 2.2734 Epoch 1/2... Discriminator Loss: 1.2950... Generator Loss: 0.7587 Epoch 1/2... Discriminator Loss: 1.4148... Generator Loss: 0.5121 Epoch 1/2... Discriminator Loss: 0.7439... Generator Loss: 1.2416 Epoch 1/2... Discriminator Loss: 0.8253... Generator Loss: 1.1581 Epoch 1/2... Discriminator Loss: 1.3114... Generator Loss: 2.5617 Epoch 1/2... Discriminator Loss: 0.5753... Generator Loss: 1.6839 Epoch 1/2... Discriminator Loss: 0.5229... Generator Loss: 2.2332 Epoch 1/2... Discriminator Loss: 1.5306... Generator Loss: 0.4847
Epoch 1/2... Discriminator Loss: 0.8380... Generator Loss: 1.9667 Epoch 1/2... Discriminator Loss: 1.3826... Generator Loss: 3.1068 Epoch 1/2... Discriminator Loss: 0.5349... Generator Loss: 2.1467 Epoch 1/2... Discriminator Loss: 0.6192... Generator Loss: 1.7908 Epoch 1/2... Discriminator Loss: 0.9988... Generator Loss: 1.7338 Epoch 1/2... Discriminator Loss: 0.9179... Generator Loss: 2.0730 Epoch 1/2... Discriminator Loss: 0.9208... Generator Loss: 1.2010 Epoch 1/2... Discriminator Loss: 1.2365... Generator Loss: 1.5682 Epoch 1/2... Discriminator Loss: 1.2375... Generator Loss: 0.7003 Epoch 1/2... Discriminator Loss: 0.6237... Generator Loss: 1.9393
Epoch 1/2... Discriminator Loss: 0.6877... Generator Loss: 1.4415 Epoch 1/2... Discriminator Loss: 0.4057... Generator Loss: 3.4603 Epoch 1/2... Discriminator Loss: 0.5708... Generator Loss: 2.2479 Epoch 1/2... Discriminator Loss: 1.2476... Generator Loss: 0.6367 Epoch 1/2... Discriminator Loss: 0.8769... Generator Loss: 2.4431 Epoch 1/2... Discriminator Loss: 0.7614... Generator Loss: 1.4297 Epoch 1/2... Discriminator Loss: 1.3342... Generator Loss: 0.5650 Epoch 1/2... Discriminator Loss: 1.0354... Generator Loss: 0.8336 Epoch 1/2... Discriminator Loss: 0.5309... Generator Loss: 1.8054 Epoch 1/2... Discriminator Loss: 1.1129... Generator Loss: 0.9150
Epoch 1/2... Discriminator Loss: 0.7337... Generator Loss: 1.4886 Epoch 1/2... Discriminator Loss: 0.6476... Generator Loss: 3.1054 Epoch 1/2... Discriminator Loss: 0.4353... Generator Loss: 2.9918 Epoch 1/2... Discriminator Loss: 0.8631... Generator Loss: 2.3468 Epoch 1/2... Discriminator Loss: 0.4353... Generator Loss: 2.8674 Epoch 1/2... Discriminator Loss: 1.1296... Generator Loss: 0.9590 Epoch 1/2... Discriminator Loss: 1.3147... Generator Loss: 0.9382 Epoch 1/2... Discriminator Loss: 0.9802... Generator Loss: 2.0138 Epoch 1/2... Discriminator Loss: 0.9197... Generator Loss: 1.1539 Epoch 1/2... Discriminator Loss: 1.0117... Generator Loss: 0.7913
Epoch 1/2... Discriminator Loss: 1.7632... Generator Loss: 0.3619 Epoch 1/2... Discriminator Loss: 1.3039... Generator Loss: 0.6790 Epoch 1/2... Discriminator Loss: 0.7647... Generator Loss: 1.2480 Epoch 1/2... Discriminator Loss: 0.5950... Generator Loss: 1.9499 Epoch 1/2... Discriminator Loss: 0.6168... Generator Loss: 1.8552 Epoch 1/2... Discriminator Loss: 1.4569... Generator Loss: 0.5906 Epoch 1/2... Discriminator Loss: 0.9502... Generator Loss: 0.8008 Epoch 1/2... Discriminator Loss: 1.0776... Generator Loss: 0.8872 Epoch 1/2... Discriminator Loss: 0.5650... Generator Loss: 1.9055 Epoch 1/2... Discriminator Loss: 1.1497... Generator Loss: 2.0920
Epoch 1/2... Discriminator Loss: 0.6424... Generator Loss: 1.6117 Epoch 1/2... Discriminator Loss: 1.2344... Generator Loss: 1.2840 Epoch 1/2... Discriminator Loss: 1.0607... Generator Loss: 1.7234 Epoch 1/2... Discriminator Loss: 0.7913... Generator Loss: 2.1248 Epoch 1/2... Discriminator Loss: 0.8841... Generator Loss: 1.2728 Epoch 1/2... Discriminator Loss: 0.8788... Generator Loss: 3.5026 Epoch 1/2... Discriminator Loss: 0.8582... Generator Loss: 0.9620 Epoch 1/2... Discriminator Loss: 0.6319... Generator Loss: 1.8224 Epoch 1/2... Discriminator Loss: 0.9369... Generator Loss: 1.2365 Epoch 1/2... Discriminator Loss: 0.7210... Generator Loss: 2.9737
Epoch 1/2... Discriminator Loss: 0.7970... Generator Loss: 1.1979 Epoch 1/2... Discriminator Loss: 0.5156... Generator Loss: 2.6586 Epoch 1/2... Discriminator Loss: 1.9408... Generator Loss: 1.6482 Epoch 1/2... Discriminator Loss: 0.9812... Generator Loss: 0.9050 Epoch 1/2... Discriminator Loss: 0.9813... Generator Loss: 1.2004 Epoch 1/2... Discriminator Loss: 1.1116... Generator Loss: 1.2133 Epoch 1/2... Discriminator Loss: 0.5812... Generator Loss: 1.8297 Epoch 1/2... Discriminator Loss: 0.9998... Generator Loss: 1.1391 Epoch 1/2... Discriminator Loss: 1.0789... Generator Loss: 0.9928 Epoch 1/2... Discriminator Loss: 0.8457... Generator Loss: 1.1506
Epoch 1/2... Discriminator Loss: 0.7066... Generator Loss: 1.6224 Epoch 1/2... Discriminator Loss: 1.0584... Generator Loss: 2.6916 Epoch 1/2... Discriminator Loss: 1.4033... Generator Loss: 0.5443 Epoch 1/2... Discriminator Loss: 1.0051... Generator Loss: 0.8451 Epoch 1/2... Discriminator Loss: 0.6739... Generator Loss: 1.5587 Epoch 1/2... Discriminator Loss: 0.6091... Generator Loss: 1.4949 Epoch 1/2... Discriminator Loss: 1.1710... Generator Loss: 0.9034 Epoch 1/2... Discriminator Loss: 0.8674... Generator Loss: 1.0711 Epoch 1/2... Discriminator Loss: 0.7068... Generator Loss: 2.0793 Epoch 1/2... Discriminator Loss: 1.3662... Generator Loss: 1.9755
Epoch 1/2... Discriminator Loss: 0.5631... Generator Loss: 2.3913 Epoch 1/2... Discriminator Loss: 0.7283... Generator Loss: 2.3715 Epoch 1/2... Discriminator Loss: 0.4423... Generator Loss: 3.2729 Epoch 1/2... Discriminator Loss: 0.8024... Generator Loss: 1.2357 Epoch 1/2... Discriminator Loss: 0.8643... Generator Loss: 2.9944 Epoch 1/2... Discriminator Loss: 0.7946... Generator Loss: 1.6211 Epoch 1/2... Discriminator Loss: 0.7609... Generator Loss: 1.2473 Epoch 1/2... Discriminator Loss: 0.6436... Generator Loss: 1.6881 Epoch 1/2... Discriminator Loss: 0.6188... Generator Loss: 2.7487 Epoch 1/2... Discriminator Loss: 0.9420... Generator Loss: 1.1050
Epoch 1/2... Discriminator Loss: 0.5241... Generator Loss: 2.2233 Epoch 1/2... Discriminator Loss: 1.3005... Generator Loss: 3.0800 Epoch 1/2... Discriminator Loss: 0.5296... Generator Loss: 2.7246 Epoch 1/2... Discriminator Loss: 0.7437... Generator Loss: 2.2253 Epoch 1/2... Discriminator Loss: 0.8696... Generator Loss: 0.9618 Epoch 1/2... Discriminator Loss: 0.6960... Generator Loss: 1.2911 Epoch 1/2... Discriminator Loss: 0.7354... Generator Loss: 1.1554 Epoch 1/2... Discriminator Loss: 0.6052... Generator Loss: 1.6939 Epoch 1/2... Discriminator Loss: 1.0614... Generator Loss: 0.9296 Epoch 1/2... Discriminator Loss: 0.4746... Generator Loss: 2.4189
Epoch 1/2... Discriminator Loss: 0.5671... Generator Loss: 2.0742 Epoch 1/2... Discriminator Loss: 0.4237... Generator Loss: 3.0770 Epoch 1/2... Discriminator Loss: 0.8088... Generator Loss: 1.6535 Epoch 1/2... Discriminator Loss: 0.7315... Generator Loss: 2.0687 Epoch 1/2... Discriminator Loss: 0.9086... Generator Loss: 1.7312 Epoch 1/2... Discriminator Loss: 0.4755... Generator Loss: 2.5576 Epoch 1/2... Discriminator Loss: 0.7689... Generator Loss: 1.9223 Epoch 1/2... Discriminator Loss: 0.5468... Generator Loss: 2.0723 Epoch 1/2... Discriminator Loss: 0.9181... Generator Loss: 0.8823 Epoch 1/2... Discriminator Loss: 1.5201... Generator Loss: 0.6350
Epoch 1/2... Discriminator Loss: 0.5427... Generator Loss: 2.3718 Epoch 1/2... Discriminator Loss: 0.5721... Generator Loss: 3.5421 Epoch 1/2... Discriminator Loss: 1.1840... Generator Loss: 0.7306 Epoch 1/2... Discriminator Loss: 0.9771... Generator Loss: 1.3101 Epoch 1/2... Discriminator Loss: 0.8956... Generator Loss: 0.8738 Epoch 1/2... Discriminator Loss: 0.9148... Generator Loss: 1.3055 Epoch 1/2... Discriminator Loss: 1.1539... Generator Loss: 0.7889 Epoch 1/2... Discriminator Loss: 0.8293... Generator Loss: 1.5151 Epoch 1/2... Discriminator Loss: 0.4143... Generator Loss: 2.8754 Epoch 1/2... Discriminator Loss: 1.9614... Generator Loss: 0.2376
Epoch 1/2... Discriminator Loss: 0.7907... Generator Loss: 1.1561 Epoch 1/2... Discriminator Loss: 0.9816... Generator Loss: 2.1821 Epoch 1/2... Discriminator Loss: 0.9430... Generator Loss: 1.2024 Epoch 1/2... Discriminator Loss: 1.1505... Generator Loss: 0.8206 Epoch 1/2... Discriminator Loss: 0.6851... Generator Loss: 3.4145 Epoch 1/2... Discriminator Loss: 0.4984... Generator Loss: 2.4131 Epoch 1/2... Discriminator Loss: 0.7756... Generator Loss: 1.2244 Epoch 1/2... Discriminator Loss: 0.5229... Generator Loss: 2.6541 Epoch 1/2... Discriminator Loss: 2.0011... Generator Loss: 2.1035 Epoch 1/2... Discriminator Loss: 0.8020... Generator Loss: 2.2938
Epoch 1/2... Discriminator Loss: 0.6284... Generator Loss: 1.8702 Epoch 1/2... Discriminator Loss: 1.3560... Generator Loss: 0.5175 Epoch 1/2... Discriminator Loss: 0.4491... Generator Loss: 2.6752 Epoch 1/2... Discriminator Loss: 0.8530... Generator Loss: 1.1480 Epoch 1/2... Discriminator Loss: 0.3830... Generator Loss: 3.9687 Epoch 1/2... Discriminator Loss: 1.0395... Generator Loss: 0.8505 Epoch 1/2... Discriminator Loss: 0.4257... Generator Loss: 3.3583 Epoch 1/2... Discriminator Loss: 0.7286... Generator Loss: 1.1694 Epoch 1/2... Discriminator Loss: 1.2632... Generator Loss: 0.7376 Epoch 1/2... Discriminator Loss: 1.6677... Generator Loss: 2.6187
Epoch 1/2... Discriminator Loss: 0.8542... Generator Loss: 1.2698 Epoch 1/2... Discriminator Loss: 1.2319... Generator Loss: 0.7037 Epoch 1/2... Discriminator Loss: 0.4597... Generator Loss: 3.1633 Epoch 1/2... Discriminator Loss: 0.4341... Generator Loss: 3.5430 Epoch 1/2... Discriminator Loss: 0.6377... Generator Loss: 3.3154 Epoch 1/2... Discriminator Loss: 0.5680... Generator Loss: 2.3463 Epoch 1/2... Discriminator Loss: 1.1779... Generator Loss: 0.7442 Epoch 1/2... Discriminator Loss: 0.9887... Generator Loss: 1.1646 Epoch 1/2... Discriminator Loss: 0.4860... Generator Loss: 2.5926 Epoch 1/2... Discriminator Loss: 0.4940... Generator Loss: 2.4992
Epoch 1/2... Discriminator Loss: 0.8712... Generator Loss: 1.1248 Epoch 1/2... Discriminator Loss: 1.0553... Generator Loss: 1.3041 Epoch 1/2... Discriminator Loss: 0.6086... Generator Loss: 1.7870 Epoch 1/2... Discriminator Loss: 1.4003... Generator Loss: 0.5051 Epoch 1/2... Discriminator Loss: 0.8824... Generator Loss: 0.9941 Epoch 1/2... Discriminator Loss: 0.7653... Generator Loss: 1.6516 Epoch 1/2... Discriminator Loss: 0.6779... Generator Loss: 1.4295 Epoch 1/2... Discriminator Loss: 1.0961... Generator Loss: 1.4177 Epoch 1/2... Discriminator Loss: 1.0365... Generator Loss: 1.0178 Epoch 1/2... Discriminator Loss: 0.7911... Generator Loss: 2.4660
Epoch 1/2... Discriminator Loss: 0.5620... Generator Loss: 1.7274 Epoch 1/2... Discriminator Loss: 0.8868... Generator Loss: 1.0749 Epoch 1/2... Discriminator Loss: 2.0200... Generator Loss: 2.3420 Epoch 1/2... Discriminator Loss: 1.4791... Generator Loss: 1.7472 Epoch 1/2... Discriminator Loss: 0.6943... Generator Loss: 2.8012 Epoch 1/2... Discriminator Loss: 0.4999... Generator Loss: 2.2244 Epoch 1/2... Discriminator Loss: 0.8857... Generator Loss: 1.4016 Epoch 1/2... Discriminator Loss: 1.2238... Generator Loss: 0.5837 Epoch 1/2... Discriminator Loss: 0.9408... Generator Loss: 2.8501 Epoch 1/2... Discriminator Loss: 0.8397... Generator Loss: 1.4965
Epoch 1/2... Discriminator Loss: 1.2577... Generator Loss: 2.0443 Epoch 1/2... Discriminator Loss: 0.9875... Generator Loss: 1.0151 Epoch 1/2... Discriminator Loss: 0.9623... Generator Loss: 0.8744 Epoch 1/2... Discriminator Loss: 1.0752... Generator Loss: 0.9677 Epoch 1/2... Discriminator Loss: 0.8725... Generator Loss: 1.0475 Epoch 1/2... Discriminator Loss: 0.9304... Generator Loss: 2.8297 Epoch 1/2... Discriminator Loss: 1.2395... Generator Loss: 4.4281 Epoch 1/2... Discriminator Loss: 0.6058... Generator Loss: 3.9981 Epoch 1/2... Discriminator Loss: 0.8037... Generator Loss: 1.3724 Epoch 1/2... Discriminator Loss: 0.8041... Generator Loss: 1.3133
Epoch 1/2... Discriminator Loss: 1.1101... Generator Loss: 1.3346 Epoch 1/2... Discriminator Loss: 0.6484... Generator Loss: 1.8125 Epoch 1/2... Discriminator Loss: 0.7816... Generator Loss: 1.3156 Epoch 1/2... Discriminator Loss: 0.5000... Generator Loss: 2.2733 Epoch 1/2... Discriminator Loss: 1.6239... Generator Loss: 1.7267 Epoch 1/2... Discriminator Loss: 0.5202... Generator Loss: 2.4718 Epoch 1/2... Discriminator Loss: 1.0305... Generator Loss: 1.1251 Epoch 1/2... Discriminator Loss: 0.8691... Generator Loss: 1.1772 Epoch 1/2... Discriminator Loss: 1.2970... Generator Loss: 0.6028 Epoch 1/2... Discriminator Loss: 0.5977... Generator Loss: 2.8453
Epoch 1/2... Discriminator Loss: 0.4798... Generator Loss: 3.1950 Epoch 1/2... Discriminator Loss: 1.4363... Generator Loss: 2.2490 Epoch 1/2... Discriminator Loss: 1.1389... Generator Loss: 2.1995 Epoch 1/2... Discriminator Loss: 0.8744... Generator Loss: 3.6141 Epoch 1/2... Discriminator Loss: 0.6994... Generator Loss: 1.7828 Epoch 1/2... Discriminator Loss: 0.5980... Generator Loss: 1.7850 Epoch 1/2... Discriminator Loss: 0.7699... Generator Loss: 2.8137 Epoch 1/2... Discriminator Loss: 0.8556... Generator Loss: 2.0012 Epoch 1/2... Discriminator Loss: 1.6436... Generator Loss: 0.4088 Epoch 1/2... Discriminator Loss: 1.0386... Generator Loss: 0.8324
Epoch 1/2... Discriminator Loss: 1.2112... Generator Loss: 1.1532 Epoch 1/2... Discriminator Loss: 0.5021... Generator Loss: 3.9895 Epoch 1/2... Discriminator Loss: 0.4354... Generator Loss: 3.2238 Epoch 1/2... Discriminator Loss: 1.0942... Generator Loss: 2.4254 Epoch 1/2... Discriminator Loss: 0.8817... Generator Loss: 1.1102 Epoch 1/2... Discriminator Loss: 0.6655... Generator Loss: 1.4269 Epoch 1/2... Discriminator Loss: 0.8361... Generator Loss: 1.2549 Epoch 1/2... Discriminator Loss: 0.7008... Generator Loss: 2.7344 Epoch 1/2... Discriminator Loss: 0.8995... Generator Loss: 1.1604 Epoch 1/2... Discriminator Loss: 1.7145... Generator Loss: 0.3492
Epoch 1/2... Discriminator Loss: 0.6629... Generator Loss: 3.5056 Epoch 1/2... Discriminator Loss: 0.5082... Generator Loss: 2.2403 Epoch 1/2... Discriminator Loss: 0.9945... Generator Loss: 2.0645 Epoch 1/2... Discriminator Loss: 1.1544... Generator Loss: 1.2166 Epoch 1/2... Discriminator Loss: 1.0701... Generator Loss: 0.9452 Epoch 1/2... Discriminator Loss: 0.8294... Generator Loss: 1.8749 Epoch 1/2... Discriminator Loss: 1.0988... Generator Loss: 1.1907 Epoch 1/2... Discriminator Loss: 2.5849... Generator Loss: 3.1302 Epoch 1/2... Discriminator Loss: 0.5911... Generator Loss: 1.8477 Epoch 1/2... Discriminator Loss: 1.3983... Generator Loss: 1.3488
Epoch 1/2... Discriminator Loss: 0.8782... Generator Loss: 1.5192 Epoch 1/2... Discriminator Loss: 0.9945... Generator Loss: 0.9151 Epoch 1/2... Discriminator Loss: 1.1560... Generator Loss: 0.7605 Epoch 1/2... Discriminator Loss: 0.9375... Generator Loss: 1.1401 Epoch 1/2... Discriminator Loss: 0.7942... Generator Loss: 1.3569 Epoch 1/2... Discriminator Loss: 0.6948... Generator Loss: 1.6165 Epoch 1/2... Discriminator Loss: 0.7659... Generator Loss: 1.2552 Epoch 1/2... Discriminator Loss: 1.0419... Generator Loss: 0.9212 Epoch 1/2... Discriminator Loss: 0.5784... Generator Loss: 2.1350 Epoch 1/2... Discriminator Loss: 1.7145... Generator Loss: 2.2827
Epoch 1/2... Discriminator Loss: 0.8642... Generator Loss: 1.2504 Epoch 1/2... Discriminator Loss: 1.0885... Generator Loss: 0.9196 Epoch 1/2... Discriminator Loss: 0.5723... Generator Loss: 2.1000 Epoch 1/2... Discriminator Loss: 1.0183... Generator Loss: 1.2827 Epoch 1/2... Discriminator Loss: 0.9248... Generator Loss: 1.7011 Epoch 1/2... Discriminator Loss: 1.0973... Generator Loss: 1.1348 Epoch 1/2... Discriminator Loss: 1.0934... Generator Loss: 0.6957 Epoch 1/2... Discriminator Loss: 0.7547... Generator Loss: 1.9061 Epoch 1/2... Discriminator Loss: 0.6151... Generator Loss: 1.2421 Epoch 1/2... Discriminator Loss: 1.0633... Generator Loss: 0.7404
Epoch 1/2... Discriminator Loss: 0.5582... Generator Loss: 2.2618 Epoch 1/2... Discriminator Loss: 0.9870... Generator Loss: 0.8254 Epoch 1/2... Discriminator Loss: 1.2138... Generator Loss: 0.7218 Epoch 1/2... Discriminator Loss: 0.5964... Generator Loss: 3.3763 Epoch 1/2... Discriminator Loss: 1.2439... Generator Loss: 0.7237 Epoch 1/2... Discriminator Loss: 0.9368... Generator Loss: 1.6159 Epoch 1/2... Discriminator Loss: 0.5895... Generator Loss: 2.3324 Epoch 1/2... Discriminator Loss: 0.9735... Generator Loss: 1.5944 Epoch 1/2... Discriminator Loss: 0.9445... Generator Loss: 1.0015 Epoch 1/2... Discriminator Loss: 1.0745... Generator Loss: 0.9893
Epoch 1/2... Discriminator Loss: 1.1404... Generator Loss: 0.8540 Epoch 1/2... Discriminator Loss: 0.5413... Generator Loss: 1.9896 Epoch 1/2... Discriminator Loss: 0.8836... Generator Loss: 1.0677 Epoch 1/2... Discriminator Loss: 0.5069... Generator Loss: 2.8145 Epoch 1/2... Discriminator Loss: 1.3596... Generator Loss: 2.6568 Epoch 1/2... Discriminator Loss: 0.7234... Generator Loss: 1.5192 Epoch 1/2... Discriminator Loss: 1.1540... Generator Loss: 0.8085 Epoch 1/2... Discriminator Loss: 0.5785... Generator Loss: 3.1188 Epoch 1/2... Discriminator Loss: 0.4574... Generator Loss: 2.4915 Epoch 1/2... Discriminator Loss: 1.0048... Generator Loss: 1.0762
Epoch 1/2... Discriminator Loss: 0.6171... Generator Loss: 1.7430 Epoch 1/2... Discriminator Loss: 2.0513... Generator Loss: 2.1879 Epoch 1/2... Discriminator Loss: 0.5576... Generator Loss: 3.2329 Epoch 1/2... Discriminator Loss: 0.6172... Generator Loss: 1.8988 Epoch 1/2... Discriminator Loss: 1.1418... Generator Loss: 0.7253 Epoch 1/2... Discriminator Loss: 0.8981... Generator Loss: 1.1358 Epoch 1/2... Discriminator Loss: 1.7187... Generator Loss: 3.0843 Epoch 1/2... Discriminator Loss: 0.9568... Generator Loss: 1.0996 Epoch 1/2... Discriminator Loss: 0.6239... Generator Loss: 1.5687 Epoch 1/2... Discriminator Loss: 0.8770... Generator Loss: 2.0495
Epoch 1/2... Discriminator Loss: 0.7993... Generator Loss: 1.8512 Epoch 1/2... Discriminator Loss: 1.1287... Generator Loss: 2.3396 Epoch 1/2... Discriminator Loss: 1.1695... Generator Loss: 2.0689 Epoch 1/2... Discriminator Loss: 0.6693... Generator Loss: 1.7486 Epoch 1/2... Discriminator Loss: 0.5873... Generator Loss: 1.7931 Epoch 1/2... Discriminator Loss: 0.8587... Generator Loss: 2.1136 Epoch 1/2... Discriminator Loss: 2.1859... Generator Loss: 2.5048 Epoch 1/2... Discriminator Loss: 0.7945... Generator Loss: 1.0999 Epoch 1/2... Discriminator Loss: 0.9164... Generator Loss: 1.4388 Epoch 1/2... Discriminator Loss: 0.8483... Generator Loss: 1.1842
Epoch 1/2... Discriminator Loss: 1.7510... Generator Loss: 1.6232 Epoch 1/2... Discriminator Loss: 1.3588... Generator Loss: 0.6252 Epoch 1/2... Discriminator Loss: 0.7090... Generator Loss: 2.0220 Epoch 1/2... Discriminator Loss: 0.5089... Generator Loss: 2.4297 Epoch 1/2... Discriminator Loss: 0.8046... Generator Loss: 1.1860 Epoch 1/2... Discriminator Loss: 0.9794... Generator Loss: 1.0535 Epoch 1/2... Discriminator Loss: 0.7429... Generator Loss: 1.4529 Epoch 1/2... Discriminator Loss: 1.2141... Generator Loss: 0.7824 Epoch 1/2... Discriminator Loss: 0.7397... Generator Loss: 1.6258 Epoch 1/2... Discriminator Loss: 0.6636... Generator Loss: 1.5891
Epoch 1/2... Discriminator Loss: 0.8887... Generator Loss: 0.9877 Epoch 1/2... Discriminator Loss: 0.7567... Generator Loss: 2.2951 Epoch 1/2... Discriminator Loss: 1.2680... Generator Loss: 0.5689 Epoch 1/2... Discriminator Loss: 0.5304... Generator Loss: 2.0971 Epoch 1/2... Discriminator Loss: 0.4231... Generator Loss: 2.8818 Epoch 1/2... Discriminator Loss: 1.0150... Generator Loss: 1.0788 Epoch 1/2... Discriminator Loss: 1.1898... Generator Loss: 1.3808 Epoch 1/2... Discriminator Loss: 0.4864... Generator Loss: 2.3727 Epoch 1/2... Discriminator Loss: 0.7498... Generator Loss: 2.1834 Epoch 1/2... Discriminator Loss: 1.6945... Generator Loss: 0.4867
Epoch 1/2... Discriminator Loss: 0.6304... Generator Loss: 1.6521 Epoch 1/2... Discriminator Loss: 0.6144... Generator Loss: 1.8259 Epoch 1/2... Discriminator Loss: 0.6162... Generator Loss: 1.4973 Epoch 1/2... Discriminator Loss: 1.6411... Generator Loss: 3.2321 Epoch 1/2... Discriminator Loss: 1.1461... Generator Loss: 0.6364 Epoch 1/2... Discriminator Loss: 0.7841... Generator Loss: 1.0100 Epoch 1/2... Discriminator Loss: 0.6768... Generator Loss: 1.4805 Epoch 1/2... Discriminator Loss: 2.4511... Generator Loss: 0.1712 Epoch 1/2... Discriminator Loss: 0.6528... Generator Loss: 2.8398 Epoch 1/2... Discriminator Loss: 1.0401... Generator Loss: 0.7913
Epoch 1/2... Discriminator Loss: 0.5438... Generator Loss: 2.7657 Epoch 1/2... Discriminator Loss: 0.7011... Generator Loss: 2.0144 Epoch 1/2... Discriminator Loss: 0.6896... Generator Loss: 1.6575 Epoch 1/2... Discriminator Loss: 1.0775... Generator Loss: 0.9876 Epoch 1/2... Discriminator Loss: 1.0640... Generator Loss: 0.7378 Epoch 1/2... Discriminator Loss: 0.8949... Generator Loss: 1.6643 Epoch 1/2... Discriminator Loss: 0.9902... Generator Loss: 0.9777 Epoch 1/2... Discriminator Loss: 0.8915... Generator Loss: 1.1482 Epoch 1/2... Discriminator Loss: 1.6578... Generator Loss: 0.4210 Epoch 1/2... Discriminator Loss: 0.7697... Generator Loss: 2.1896
Epoch 1/2... Discriminator Loss: 0.6004... Generator Loss: 2.0043 Epoch 1/2... Discriminator Loss: 2.0094... Generator Loss: 2.8359 Epoch 1/2... Discriminator Loss: 1.3905... Generator Loss: 0.5007 Epoch 1/2... Discriminator Loss: 1.3344... Generator Loss: 0.5362 Epoch 1/2... Discriminator Loss: 0.6054... Generator Loss: 1.9554 Epoch 1/2... Discriminator Loss: 0.9757... Generator Loss: 0.9604 Epoch 1/2... Discriminator Loss: 0.4652... Generator Loss: 2.6243 Epoch 1/2... Discriminator Loss: 0.8669... Generator Loss: 2.0063 Epoch 1/2... Discriminator Loss: 0.6939... Generator Loss: 3.2205 Epoch 1/2... Discriminator Loss: 0.4750... Generator Loss: 2.6837
Epoch 1/2... Discriminator Loss: 1.5248... Generator Loss: 2.1809 Epoch 1/2... Discriminator Loss: 0.9046... Generator Loss: 1.0883 Epoch 1/2... Discriminator Loss: 0.5917... Generator Loss: 2.0918 Epoch 1/2... Discriminator Loss: 0.5299... Generator Loss: 2.1690 Epoch 1/2... Discriminator Loss: 0.6885... Generator Loss: 1.7693 Epoch 1/2... Discriminator Loss: 0.8430... Generator Loss: 0.9805 Epoch 1/2... Discriminator Loss: 1.1007... Generator Loss: 0.7879 Epoch 1/2... Discriminator Loss: 1.1472... Generator Loss: 1.1678 Epoch 1/2... Discriminator Loss: 0.7306... Generator Loss: 1.1719 Epoch 1/2... Discriminator Loss: 0.8726... Generator Loss: 0.9647
Epoch 1/2... Discriminator Loss: 1.4027... Generator Loss: 0.6356 Epoch 1/2... Discriminator Loss: 0.8810... Generator Loss: 1.0750 Epoch 1/2... Discriminator Loss: 0.7117... Generator Loss: 1.3663 Epoch 1/2... Discriminator Loss: 0.8597... Generator Loss: 1.6740 Epoch 1/2... Discriminator Loss: 0.8190... Generator Loss: 1.0863 Epoch 1/2... Discriminator Loss: 1.9713... Generator Loss: 2.7062 Epoch 1/2... Discriminator Loss: 0.7348... Generator Loss: 1.3457 Epoch 1/2... Discriminator Loss: 0.4831... Generator Loss: 2.2222 Epoch 1/2... Discriminator Loss: 0.7555... Generator Loss: 1.4367 Epoch 1/2... Discriminator Loss: 1.3526... Generator Loss: 2.9089
Epoch 1/2... Discriminator Loss: 0.5998... Generator Loss: 2.0988 Epoch 1/2... Discriminator Loss: 0.8183... Generator Loss: 1.0508 Epoch 1/2... Discriminator Loss: 0.5422... Generator Loss: 2.5638 Epoch 1/2... Discriminator Loss: 0.6941... Generator Loss: 2.0044 Epoch 1/2... Discriminator Loss: 0.9995... Generator Loss: 0.9725 Epoch 1/2... Discriminator Loss: 0.6153... Generator Loss: 1.9008 Epoch 1/2... Discriminator Loss: 0.6597... Generator Loss: 4.9897 Epoch 1/2... Discriminator Loss: 0.3851... Generator Loss: 3.7720 Epoch 1/2... Discriminator Loss: 0.5976... Generator Loss: 2.0771 Epoch 1/2... Discriminator Loss: 0.6967... Generator Loss: 1.6173
Epoch 1/2... Discriminator Loss: 0.8839... Generator Loss: 1.1144 Epoch 1/2... Discriminator Loss: 0.4888... Generator Loss: 2.4199 Epoch 1/2... Discriminator Loss: 0.9250... Generator Loss: 2.2001 Epoch 1/2... Discriminator Loss: 0.7588... Generator Loss: 1.7298 Epoch 1/2... Discriminator Loss: 0.4720... Generator Loss: 4.5656 Epoch 1/2... Discriminator Loss: 0.6504... Generator Loss: 1.7298 Epoch 1/2... Discriminator Loss: 1.1009... Generator Loss: 0.7878 Epoch 1/2... Discriminator Loss: 1.0972... Generator Loss: 0.7846 Epoch 1/2... Discriminator Loss: 0.7369... Generator Loss: 1.2330 Epoch 1/2... Discriminator Loss: 1.5458... Generator Loss: 0.3856
Epoch 1/2... Discriminator Loss: 0.7531... Generator Loss: 2.5703 Epoch 1/2... Discriminator Loss: 0.7755... Generator Loss: 2.7199 Epoch 1/2... Discriminator Loss: 0.5978... Generator Loss: 3.8417 Epoch 1/2... Discriminator Loss: 0.4450... Generator Loss: 3.0501 Epoch 1/2... Discriminator Loss: 1.2414... Generator Loss: 2.0686 Epoch 1/2... Discriminator Loss: 1.2580... Generator Loss: 0.6946 Epoch 1/2... Discriminator Loss: 0.5839... Generator Loss: 2.0646 Epoch 1/2... Discriminator Loss: 1.1243... Generator Loss: 0.7059 Epoch 1/2... Discriminator Loss: 0.5678... Generator Loss: 2.2163 Epoch 1/2... Discriminator Loss: 0.5885... Generator Loss: 1.9021
Epoch 1/2... Discriminator Loss: 0.5580... Generator Loss: 3.6624 Epoch 1/2... Discriminator Loss: 0.3732... Generator Loss: 4.0692 Epoch 1/2... Discriminator Loss: 0.8172... Generator Loss: 1.7116 Epoch 1/2... Discriminator Loss: 0.8408... Generator Loss: 1.1698 Epoch 1/2... Discriminator Loss: 0.8593... Generator Loss: 1.1391 Epoch 1/2... Discriminator Loss: 0.8725... Generator Loss: 1.5643 Epoch 1/2... Discriminator Loss: 0.6226... Generator Loss: 1.4826 Epoch 1/2... Discriminator Loss: 0.4972... Generator Loss: 2.0776 Epoch 1/2... Discriminator Loss: 0.4747... Generator Loss: 2.7719 Epoch 1/2... Discriminator Loss: 0.6851... Generator Loss: 1.7313
Epoch 1/2... Discriminator Loss: 0.4704... Generator Loss: 2.8424 Epoch 1/2... Discriminator Loss: 0.6111... Generator Loss: 2.5702 Epoch 1/2... Discriminator Loss: 1.1117... Generator Loss: 0.7599 Epoch 1/2... Discriminator Loss: 0.6537... Generator Loss: 4.5400 Epoch 1/2... Discriminator Loss: 0.4883... Generator Loss: 1.9696 Epoch 1/2... Discriminator Loss: 0.7103... Generator Loss: 1.2473 Epoch 1/2... Discriminator Loss: 1.0254... Generator Loss: 1.1216 Epoch 1/2... Discriminator Loss: 0.6260... Generator Loss: 4.7538 Epoch 1/2... Discriminator Loss: 0.6352... Generator Loss: 1.6809 Epoch 1/2... Discriminator Loss: 0.4616... Generator Loss: 2.4669
Epoch 1/2... Discriminator Loss: 0.4561... Generator Loss: 2.8498 Epoch 1/2... Discriminator Loss: 0.7405... Generator Loss: 1.5310 Epoch 1/2... Discriminator Loss: 0.7070... Generator Loss: 1.3026 Epoch 1/2... Discriminator Loss: 0.4120... Generator Loss: 3.4616 Epoch 1/2... Discriminator Loss: 0.5386... Generator Loss: 2.8725 Epoch 1/2... Discriminator Loss: 0.4437... Generator Loss: 3.4839 Epoch 1/2... Discriminator Loss: 0.8862... Generator Loss: 3.0924 Epoch 1/2... Discriminator Loss: 0.7027... Generator Loss: 1.5904 Epoch 1/2... Discriminator Loss: 0.6463... Generator Loss: 1.9545 Epoch 1/2... Discriminator Loss: 0.6336... Generator Loss: 1.5970
Epoch 1/2... Discriminator Loss: 0.9584... Generator Loss: 1.2450 Epoch 1/2... Discriminator Loss: 0.5250... Generator Loss: 2.9424 Epoch 1/2... Discriminator Loss: 1.4796... Generator Loss: 4.0652 Epoch 1/2... Discriminator Loss: 1.0327... Generator Loss: 0.6905 Epoch 1/2... Discriminator Loss: 1.7206... Generator Loss: 0.4270 Epoch 1/2... Discriminator Loss: 0.6042... Generator Loss: 2.8455 Epoch 1/2... Discriminator Loss: 0.5203... Generator Loss: 2.4573 Epoch 1/2... Discriminator Loss: 0.8464... Generator Loss: 1.2171 Epoch 1/2... Discriminator Loss: 0.6232... Generator Loss: 1.9468 Epoch 1/2... Discriminator Loss: 1.4430... Generator Loss: 0.5391
Epoch 1/2... Discriminator Loss: 0.6256... Generator Loss: 2.5377 Epoch 1/2... Discriminator Loss: 0.5099... Generator Loss: 1.6499 Epoch 1/2... Discriminator Loss: 1.0573... Generator Loss: 0.7417 Epoch 1/2... Discriminator Loss: 0.9732... Generator Loss: 0.9394 Epoch 1/2... Discriminator Loss: 0.7044... Generator Loss: 1.6824 Epoch 1/2... Discriminator Loss: 0.5609... Generator Loss: 2.4373 Epoch 1/2... Discriminator Loss: 0.5902... Generator Loss: 2.0714 Epoch 1/2... Discriminator Loss: 0.5655... Generator Loss: 1.9283 Epoch 1/2... Discriminator Loss: 0.5053... Generator Loss: 1.9369 Epoch 1/2... Discriminator Loss: 0.5085... Generator Loss: 2.2731
Epoch 1/2... Discriminator Loss: 0.7440... Generator Loss: 2.7836 Epoch 1/2... Discriminator Loss: 1.1157... Generator Loss: 1.0186 Epoch 1/2... Discriminator Loss: 0.5764... Generator Loss: 2.1436 Epoch 2/2... Discriminator Loss: 0.8415... Generator Loss: 3.1061 Epoch 2/2... Discriminator Loss: 2.0472... Generator Loss: 0.2970 Epoch 2/2... Discriminator Loss: 0.6449... Generator Loss: 1.9595 Epoch 2/2... Discriminator Loss: 0.6269... Generator Loss: 1.5456 Epoch 2/2... Discriminator Loss: 1.5907... Generator Loss: 0.3715 Epoch 2/2... Discriminator Loss: 0.5196... Generator Loss: 3.4478 Epoch 2/2... Discriminator Loss: 0.5102... Generator Loss: 2.4077
Epoch 2/2... Discriminator Loss: 0.5397... Generator Loss: 2.0052 Epoch 2/2... Discriminator Loss: 0.5170... Generator Loss: 2.2658 Epoch 2/2... Discriminator Loss: 1.0916... Generator Loss: 0.6018 Epoch 2/2... Discriminator Loss: 0.4126... Generator Loss: 3.1815 Epoch 2/2... Discriminator Loss: 0.4250... Generator Loss: 3.6214 Epoch 2/2... Discriminator Loss: 1.5757... Generator Loss: 2.6374 Epoch 2/2... Discriminator Loss: 0.9103... Generator Loss: 1.2087 Epoch 2/2... Discriminator Loss: 0.5678... Generator Loss: 3.5531 Epoch 2/2... Discriminator Loss: 1.8663... Generator Loss: 0.3370 Epoch 2/2... Discriminator Loss: 0.5340... Generator Loss: 2.4305
Epoch 2/2... Discriminator Loss: 0.5251... Generator Loss: 2.2994 Epoch 2/2... Discriminator Loss: 0.5056... Generator Loss: 2.7300 Epoch 2/2... Discriminator Loss: 0.9457... Generator Loss: 1.0214 Epoch 2/2... Discriminator Loss: 0.6866... Generator Loss: 1.5530 Epoch 2/2... Discriminator Loss: 0.5843... Generator Loss: 1.9806 Epoch 2/2... Discriminator Loss: 1.4011... Generator Loss: 2.9798 Epoch 2/2... Discriminator Loss: 0.6791... Generator Loss: 1.8108 Epoch 2/2... Discriminator Loss: 1.0538... Generator Loss: 0.8625 Epoch 2/2... Discriminator Loss: 1.0445... Generator Loss: 1.2099 Epoch 2/2... Discriminator Loss: 1.3863... Generator Loss: 1.7931
Epoch 2/2... Discriminator Loss: 0.6906... Generator Loss: 1.6408 Epoch 2/2... Discriminator Loss: 1.0991... Generator Loss: 0.8986 Epoch 2/2... Discriminator Loss: 0.4978... Generator Loss: 2.5614 Epoch 2/2... Discriminator Loss: 0.7978... Generator Loss: 1.1483 Epoch 2/2... Discriminator Loss: 0.5677... Generator Loss: 2.2232 Epoch 2/2... Discriminator Loss: 0.4613... Generator Loss: 3.2565 Epoch 2/2... Discriminator Loss: 0.5374... Generator Loss: 3.2781 Epoch 2/2... Discriminator Loss: 2.5869... Generator Loss: 3.2369 Epoch 2/2... Discriminator Loss: 0.7589... Generator Loss: 1.3082 Epoch 2/2... Discriminator Loss: 0.7374... Generator Loss: 1.9885
Epoch 2/2... Discriminator Loss: 0.9456... Generator Loss: 0.7094 Epoch 2/2... Discriminator Loss: 0.9249... Generator Loss: 0.9543 Epoch 2/2... Discriminator Loss: 1.4994... Generator Loss: 0.4261 Epoch 2/2... Discriminator Loss: 0.4513... Generator Loss: 4.6491 Epoch 2/2... Discriminator Loss: 1.4139... Generator Loss: 0.6413 Epoch 2/2... Discriminator Loss: 0.6954... Generator Loss: 1.9734 Epoch 2/2... Discriminator Loss: 0.4319... Generator Loss: 4.0783 Epoch 2/2... Discriminator Loss: 0.5257... Generator Loss: 2.5095 Epoch 2/2... Discriminator Loss: 1.1062... Generator Loss: 0.8135 Epoch 2/2... Discriminator Loss: 1.5387... Generator Loss: 0.4417
Epoch 2/2... Discriminator Loss: 0.8196... Generator Loss: 1.1718 Epoch 2/2... Discriminator Loss: 0.8113... Generator Loss: 1.2419 Epoch 2/2... Discriminator Loss: 0.7677... Generator Loss: 1.0704 Epoch 2/2... Discriminator Loss: 0.6055... Generator Loss: 1.9807 Epoch 2/2... Discriminator Loss: 0.8574... Generator Loss: 1.1793 Epoch 2/2... Discriminator Loss: 0.6443... Generator Loss: 2.5363 Epoch 2/2... Discriminator Loss: 0.8309... Generator Loss: 1.1825 Epoch 2/2... Discriminator Loss: 0.5603... Generator Loss: 2.2981 Epoch 2/2... Discriminator Loss: 1.1475... Generator Loss: 0.6972 Epoch 2/2... Discriminator Loss: 0.6742... Generator Loss: 1.5523
Epoch 2/2... Discriminator Loss: 0.7815... Generator Loss: 3.0067 Epoch 2/2... Discriminator Loss: 1.4957... Generator Loss: 0.4484 Epoch 2/2... Discriminator Loss: 1.3683... Generator Loss: 2.1658 Epoch 2/2... Discriminator Loss: 1.2725... Generator Loss: 0.4779 Epoch 2/2... Discriminator Loss: 0.3607... Generator Loss: 6.1714 Epoch 2/2... Discriminator Loss: 0.5195... Generator Loss: 2.9634 Epoch 2/2... Discriminator Loss: 1.8534... Generator Loss: 0.3019 Epoch 2/2... Discriminator Loss: 0.9859... Generator Loss: 0.9090 Epoch 2/2... Discriminator Loss: 0.4899... Generator Loss: 2.0125 Epoch 2/2... Discriminator Loss: 1.4401... Generator Loss: 0.4332
Epoch 2/2... Discriminator Loss: 0.6786... Generator Loss: 1.8722 Epoch 2/2... Discriminator Loss: 0.7114... Generator Loss: 3.6265 Epoch 2/2... Discriminator Loss: 0.5796... Generator Loss: 2.1522 Epoch 2/2... Discriminator Loss: 0.7592... Generator Loss: 1.7011 Epoch 2/2... Discriminator Loss: 0.9470... Generator Loss: 0.9581 Epoch 2/2... Discriminator Loss: 0.4163... Generator Loss: 3.7322 Epoch 2/2... Discriminator Loss: 1.4144... Generator Loss: 2.0290 Epoch 2/2... Discriminator Loss: 0.4014... Generator Loss: 2.9470 Epoch 2/2... Discriminator Loss: 0.4942... Generator Loss: 2.2969 Epoch 2/2... Discriminator Loss: 1.1185... Generator Loss: 0.9741
Epoch 2/2... Discriminator Loss: 0.5092... Generator Loss: 2.3334 Epoch 2/2... Discriminator Loss: 0.6230... Generator Loss: 1.4927 Epoch 2/2... Discriminator Loss: 1.5852... Generator Loss: 2.9647 Epoch 2/2... Discriminator Loss: 0.6859... Generator Loss: 1.7397 Epoch 2/2... Discriminator Loss: 0.7826... Generator Loss: 1.2409 Epoch 2/2... Discriminator Loss: 0.8273... Generator Loss: 1.3397 Epoch 2/2... Discriminator Loss: 0.9027... Generator Loss: 1.2303 Epoch 2/2... Discriminator Loss: 0.6646... Generator Loss: 1.6136 Epoch 2/2... Discriminator Loss: 0.4590... Generator Loss: 2.4252 Epoch 2/2... Discriminator Loss: 0.9993... Generator Loss: 0.8364
Epoch 2/2... Discriminator Loss: 0.7005... Generator Loss: 1.7618 Epoch 2/2... Discriminator Loss: 1.4382... Generator Loss: 0.5548 Epoch 2/2... Discriminator Loss: 0.7300... Generator Loss: 1.4976 Epoch 2/2... Discriminator Loss: 0.6030... Generator Loss: 2.0528 Epoch 2/2... Discriminator Loss: 0.6900... Generator Loss: 1.8529 Epoch 2/2... Discriminator Loss: 0.5385... Generator Loss: 2.1887 Epoch 2/2... Discriminator Loss: 0.7685... Generator Loss: 5.3190 Epoch 2/2... Discriminator Loss: 0.6715... Generator Loss: 2.2477 Epoch 2/2... Discriminator Loss: 0.6619... Generator Loss: 2.0803 Epoch 2/2... Discriminator Loss: 1.0632... Generator Loss: 0.7286
Epoch 2/2... Discriminator Loss: 1.6187... Generator Loss: 0.5100 Epoch 2/2... Discriminator Loss: 1.0646... Generator Loss: 1.1694 Epoch 2/2... Discriminator Loss: 0.5013... Generator Loss: 2.9031 Epoch 2/2... Discriminator Loss: 1.1722... Generator Loss: 0.8107 Epoch 2/2... Discriminator Loss: 0.4560... Generator Loss: 3.2874 Epoch 2/2... Discriminator Loss: 0.4586... Generator Loss: 4.2152 Epoch 2/2... Discriminator Loss: 0.4439... Generator Loss: 2.8660 Epoch 2/2... Discriminator Loss: 0.5856... Generator Loss: 2.0475 Epoch 2/2... Discriminator Loss: 0.9220... Generator Loss: 0.7672 Epoch 2/2... Discriminator Loss: 0.4249... Generator Loss: 3.2333
Epoch 2/2... Discriminator Loss: 0.7431... Generator Loss: 1.4154 Epoch 2/2... Discriminator Loss: 0.7439... Generator Loss: 1.2952 Epoch 2/2... Discriminator Loss: 0.5478... Generator Loss: 2.4250 Epoch 2/2... Discriminator Loss: 0.5094... Generator Loss: 2.5212 Epoch 2/2... Discriminator Loss: 0.4941... Generator Loss: 2.5087 Epoch 2/2... Discriminator Loss: 0.6186... Generator Loss: 2.1644 Epoch 2/2... Discriminator Loss: 1.5776... Generator Loss: 2.6540 Epoch 2/2... Discriminator Loss: 1.0570... Generator Loss: 2.2425 Epoch 2/2... Discriminator Loss: 0.7112... Generator Loss: 1.6106 Epoch 2/2... Discriminator Loss: 0.5309... Generator Loss: 2.2881
Epoch 2/2... Discriminator Loss: 1.1176... Generator Loss: 0.7537 Epoch 2/2... Discriminator Loss: 0.8233... Generator Loss: 1.5619 Epoch 2/2... Discriminator Loss: 0.6930... Generator Loss: 1.5344 Epoch 2/2... Discriminator Loss: 0.5768... Generator Loss: 1.9690 Epoch 2/2... Discriminator Loss: 1.0824... Generator Loss: 2.6010 Epoch 2/2... Discriminator Loss: 0.6084... Generator Loss: 1.8023 Epoch 2/2... Discriminator Loss: 0.5591... Generator Loss: 3.5388 Epoch 2/2... Discriminator Loss: 0.4917... Generator Loss: 2.3090 Epoch 2/2... Discriminator Loss: 0.6683... Generator Loss: 2.0163 Epoch 2/2... Discriminator Loss: 0.5870... Generator Loss: 1.9557
Epoch 2/2... Discriminator Loss: 0.7498... Generator Loss: 2.5092 Epoch 2/2... Discriminator Loss: 1.0721... Generator Loss: 3.4711 Epoch 2/2... Discriminator Loss: 0.6824... Generator Loss: 1.9345 Epoch 2/2... Discriminator Loss: 1.0662... Generator Loss: 0.9588 Epoch 2/2... Discriminator Loss: 1.0523... Generator Loss: 0.9347 Epoch 2/2... Discriminator Loss: 0.6284... Generator Loss: 1.5853 Epoch 2/2... Discriminator Loss: 0.7808... Generator Loss: 1.9874 Epoch 2/2... Discriminator Loss: 0.6757... Generator Loss: 1.6377 Epoch 2/2... Discriminator Loss: 0.5751... Generator Loss: 1.8751 Epoch 2/2... Discriminator Loss: 0.8062... Generator Loss: 1.2870
Epoch 2/2... Discriminator Loss: 0.6796... Generator Loss: 2.1359 Epoch 2/2... Discriminator Loss: 0.6757... Generator Loss: 1.7858 Epoch 2/2... Discriminator Loss: 0.4577... Generator Loss: 3.5708 Epoch 2/2... Discriminator Loss: 1.2944... Generator Loss: 1.3057 Epoch 2/2... Discriminator Loss: 0.6693... Generator Loss: 1.5661 Epoch 2/2... Discriminator Loss: 0.8497... Generator Loss: 1.3594 Epoch 2/2... Discriminator Loss: 0.5866... Generator Loss: 2.0718 Epoch 2/2... Discriminator Loss: 0.6089... Generator Loss: 1.5818 Epoch 2/2... Discriminator Loss: 1.3299... Generator Loss: 0.6633 Epoch 2/2... Discriminator Loss: 0.9275... Generator Loss: 0.9520
Epoch 2/2... Discriminator Loss: 0.6627... Generator Loss: 2.1381 Epoch 2/2... Discriminator Loss: 1.9131... Generator Loss: 0.3725 Epoch 2/2... Discriminator Loss: 1.0941... Generator Loss: 0.7873 Epoch 2/2... Discriminator Loss: 0.8304... Generator Loss: 1.2557 Epoch 2/2... Discriminator Loss: 0.6886... Generator Loss: 1.4184 Epoch 2/2... Discriminator Loss: 2.0219... Generator Loss: 0.3650 Epoch 2/2... Discriminator Loss: 0.7769... Generator Loss: 1.3805 Epoch 2/2... Discriminator Loss: 0.9150... Generator Loss: 1.1503 Epoch 2/2... Discriminator Loss: 0.8726... Generator Loss: 1.1339 Epoch 2/2... Discriminator Loss: 1.0312... Generator Loss: 0.9374
Epoch 2/2... Discriminator Loss: 0.6233... Generator Loss: 1.8096 Epoch 2/2... Discriminator Loss: 0.6209... Generator Loss: 1.9540 Epoch 2/2... Discriminator Loss: 1.1762... Generator Loss: 1.8835 Epoch 2/2... Discriminator Loss: 0.4505... Generator Loss: 3.3094 Epoch 2/2... Discriminator Loss: 0.7589... Generator Loss: 1.6660 Epoch 2/2... Discriminator Loss: 0.5560... Generator Loss: 2.1996 Epoch 2/2... Discriminator Loss: 1.1144... Generator Loss: 4.3391 Epoch 2/2... Discriminator Loss: 0.6389... Generator Loss: 2.1522 Epoch 2/2... Discriminator Loss: 0.6377... Generator Loss: 5.9002 Epoch 2/2... Discriminator Loss: 0.8684... Generator Loss: 1.5541
Epoch 2/2... Discriminator Loss: 0.8263... Generator Loss: 2.7666 Epoch 2/2... Discriminator Loss: 0.4711... Generator Loss: 2.7665 Epoch 2/2... Discriminator Loss: 1.2569... Generator Loss: 0.7340 Epoch 2/2... Discriminator Loss: 0.7882... Generator Loss: 2.3540 Epoch 2/2... Discriminator Loss: 0.5128... Generator Loss: 2.3813 Epoch 2/2... Discriminator Loss: 0.6486... Generator Loss: 1.6551 Epoch 2/2... Discriminator Loss: 1.0268... Generator Loss: 0.8153 Epoch 2/2... Discriminator Loss: 1.5602... Generator Loss: 0.5927 Epoch 2/2... Discriminator Loss: 0.8522... Generator Loss: 1.0426 Epoch 2/2... Discriminator Loss: 1.1991... Generator Loss: 2.3134
Epoch 2/2... Discriminator Loss: 0.7245... Generator Loss: 1.6771 Epoch 2/2... Discriminator Loss: 0.6955... Generator Loss: 1.7409 Epoch 2/2... Discriminator Loss: 0.9085... Generator Loss: 4.9200 Epoch 2/2... Discriminator Loss: 1.6108... Generator Loss: 0.3625 Epoch 2/2... Discriminator Loss: 0.8349... Generator Loss: 1.7557 Epoch 2/2... Discriminator Loss: 0.9339... Generator Loss: 1.0715 Epoch 2/2... Discriminator Loss: 0.5989... Generator Loss: 1.6252 Epoch 2/2... Discriminator Loss: 1.0441... Generator Loss: 2.4845 Epoch 2/2... Discriminator Loss: 0.7005... Generator Loss: 2.2004 Epoch 2/2... Discriminator Loss: 0.6935... Generator Loss: 1.4559
Epoch 2/2... Discriminator Loss: 1.0273... Generator Loss: 0.9605 Epoch 2/2... Discriminator Loss: 0.5853... Generator Loss: 1.7837 Epoch 2/2... Discriminator Loss: 0.7669... Generator Loss: 1.3343 Epoch 2/2... Discriminator Loss: 0.8801... Generator Loss: 1.0259 Epoch 2/2... Discriminator Loss: 1.0118... Generator Loss: 0.8958 Epoch 2/2... Discriminator Loss: 1.7679... Generator Loss: 0.4097 Epoch 2/2... Discriminator Loss: 0.5651... Generator Loss: 2.2700 Epoch 2/2... Discriminator Loss: 0.7253... Generator Loss: 3.4131 Epoch 2/2... Discriminator Loss: 0.7378... Generator Loss: 2.6738 Epoch 2/2... Discriminator Loss: 0.8755... Generator Loss: 1.5790
Epoch 2/2... Discriminator Loss: 0.5909... Generator Loss: 2.0713 Epoch 2/2... Discriminator Loss: 0.7147... Generator Loss: 1.3615 Epoch 2/2... Discriminator Loss: 0.7140... Generator Loss: 1.8783 Epoch 2/2... Discriminator Loss: 1.3096... Generator Loss: 0.7499 Epoch 2/2... Discriminator Loss: 0.7065... Generator Loss: 3.1684 Epoch 2/2... Discriminator Loss: 0.6449... Generator Loss: 1.9892 Epoch 2/2... Discriminator Loss: 0.5406... Generator Loss: 2.0467 Epoch 2/2... Discriminator Loss: 0.5937... Generator Loss: 2.0942 Epoch 2/2... Discriminator Loss: 0.8768... Generator Loss: 1.0852 Epoch 2/2... Discriminator Loss: 0.9479... Generator Loss: 1.0164
Epoch 2/2... Discriminator Loss: 0.8904... Generator Loss: 2.1571 Epoch 2/2... Discriminator Loss: 0.9949... Generator Loss: 0.9335 Epoch 2/2... Discriminator Loss: 1.3928... Generator Loss: 2.9535 Epoch 2/2... Discriminator Loss: 0.5666... Generator Loss: 2.7065 Epoch 2/2... Discriminator Loss: 0.4448... Generator Loss: 2.9915 Epoch 2/2... Discriminator Loss: 0.5460... Generator Loss: 1.9404 Epoch 2/2... Discriminator Loss: 0.8190... Generator Loss: 2.0962 Epoch 2/2... Discriminator Loss: 1.1702... Generator Loss: 0.7165 Epoch 2/2... Discriminator Loss: 0.5307... Generator Loss: 2.3002 Epoch 2/2... Discriminator Loss: 1.4349... Generator Loss: 0.6687
Epoch 2/2... Discriminator Loss: 0.7330... Generator Loss: 2.2648 Epoch 2/2... Discriminator Loss: 0.9098... Generator Loss: 1.1868 Epoch 2/2... Discriminator Loss: 0.5345... Generator Loss: 2.1611 Epoch 2/2... Discriminator Loss: 0.6465... Generator Loss: 1.6469 Epoch 2/2... Discriminator Loss: 0.6035... Generator Loss: 2.5893 Epoch 2/2... Discriminator Loss: 0.4973... Generator Loss: 2.1647 Epoch 2/2... Discriminator Loss: 0.7402... Generator Loss: 1.1734 Epoch 2/2... Discriminator Loss: 0.8436... Generator Loss: 1.2536 Epoch 2/2... Discriminator Loss: 0.8560... Generator Loss: 1.1896 Epoch 2/2... Discriminator Loss: 0.7452... Generator Loss: 1.6754
Epoch 2/2... Discriminator Loss: 1.2209... Generator Loss: 0.5467 Epoch 2/2... Discriminator Loss: 0.7008... Generator Loss: 1.3749 Epoch 2/2... Discriminator Loss: 0.6516... Generator Loss: 2.2942 Epoch 2/2... Discriminator Loss: 0.5834... Generator Loss: 2.1459 Epoch 2/2... Discriminator Loss: 0.7662... Generator Loss: 1.7924 Epoch 2/2... Discriminator Loss: 0.8996... Generator Loss: 0.9431 Epoch 2/2... Discriminator Loss: 0.5231... Generator Loss: 2.2620 Epoch 2/2... Discriminator Loss: 0.4785... Generator Loss: 2.3903 Epoch 2/2... Discriminator Loss: 0.7530... Generator Loss: 1.2595 Epoch 2/2... Discriminator Loss: 0.5634... Generator Loss: 2.3062
Epoch 2/2... Discriminator Loss: 0.4825... Generator Loss: 2.9879 Epoch 2/2... Discriminator Loss: 0.7417... Generator Loss: 1.4335 Epoch 2/2... Discriminator Loss: 0.4213... Generator Loss: 2.9495 Epoch 2/2... Discriminator Loss: 0.5010... Generator Loss: 2.1045 Epoch 2/2... Discriminator Loss: 1.2278... Generator Loss: 0.8025 Epoch 2/2... Discriminator Loss: 0.8834... Generator Loss: 1.0369 Epoch 2/2... Discriminator Loss: 0.4012... Generator Loss: 5.1690 Epoch 2/2... Discriminator Loss: 0.5607... Generator Loss: 2.8491 Epoch 2/2... Discriminator Loss: 0.8302... Generator Loss: 1.2343 Epoch 2/2... Discriminator Loss: 2.2215... Generator Loss: 3.3366
Epoch 2/2... Discriminator Loss: 0.7741... Generator Loss: 2.3793 Epoch 2/2... Discriminator Loss: 1.1673... Generator Loss: 2.5550 Epoch 2/2... Discriminator Loss: 1.2702... Generator Loss: 0.8639 Epoch 2/2... Discriminator Loss: 0.7150... Generator Loss: 2.9296 Epoch 2/2... Discriminator Loss: 1.3134... Generator Loss: 0.6871 Epoch 2/2... Discriminator Loss: 0.5331... Generator Loss: 2.5945 Epoch 2/2... Discriminator Loss: 0.6075... Generator Loss: 1.9439 Epoch 2/2... Discriminator Loss: 0.6837... Generator Loss: 1.7395 Epoch 2/2... Discriminator Loss: 0.4674... Generator Loss: 2.5406 Epoch 2/2... Discriminator Loss: 0.6444... Generator Loss: 1.5122
Epoch 2/2... Discriminator Loss: 1.7746... Generator Loss: 3.4127 Epoch 2/2... Discriminator Loss: 1.2197... Generator Loss: 0.7029 Epoch 2/2... Discriminator Loss: 0.8547... Generator Loss: 1.4259 Epoch 2/2... Discriminator Loss: 0.7870... Generator Loss: 2.1741 Epoch 2/2... Discriminator Loss: 0.5569... Generator Loss: 2.6369 Epoch 2/2... Discriminator Loss: 0.6748... Generator Loss: 1.3832 Epoch 2/2... Discriminator Loss: 1.6874... Generator Loss: 3.0345 Epoch 2/2... Discriminator Loss: 1.0652... Generator Loss: 0.8064 Epoch 2/2... Discriminator Loss: 1.5350... Generator Loss: 0.5036 Epoch 2/2... Discriminator Loss: 1.0621... Generator Loss: 2.9628
Epoch 2/2... Discriminator Loss: 0.9339... Generator Loss: 0.9151 Epoch 2/2... Discriminator Loss: 0.6416... Generator Loss: 1.7734 Epoch 2/2... Discriminator Loss: 1.5233... Generator Loss: 0.6359 Epoch 2/2... Discriminator Loss: 0.3833... Generator Loss: 4.4097 Epoch 2/2... Discriminator Loss: 0.9265... Generator Loss: 1.5163 Epoch 2/2... Discriminator Loss: 0.7222... Generator Loss: 2.0196 Epoch 2/2... Discriminator Loss: 0.7343... Generator Loss: 1.6561 Epoch 2/2... Discriminator Loss: 0.6124... Generator Loss: 1.8031 Epoch 2/2... Discriminator Loss: 0.6299... Generator Loss: 1.8440 Epoch 2/2... Discriminator Loss: 0.9780... Generator Loss: 2.0440
Epoch 2/2... Discriminator Loss: 0.6795... Generator Loss: 1.6590 Epoch 2/2... Discriminator Loss: 0.5803... Generator Loss: 1.6264 Epoch 2/2... Discriminator Loss: 1.6157... Generator Loss: 0.3311 Epoch 2/2... Discriminator Loss: 0.7410... Generator Loss: 1.5590 Epoch 2/2... Discriminator Loss: 0.8554... Generator Loss: 1.5718 Epoch 2/2... Discriminator Loss: 0.5424... Generator Loss: 2.9977 Epoch 2/2... Discriminator Loss: 0.9617... Generator Loss: 1.3946 Epoch 2/2... Discriminator Loss: 0.8987... Generator Loss: 1.1741 Epoch 2/2... Discriminator Loss: 0.8588... Generator Loss: 0.9816 Epoch 2/2... Discriminator Loss: 0.5982... Generator Loss: 2.0287
Epoch 2/2... Discriminator Loss: 0.6902... Generator Loss: 2.0220 Epoch 2/2... Discriminator Loss: 0.5721... Generator Loss: 1.9687 Epoch 2/2... Discriminator Loss: 0.6616... Generator Loss: 1.5748 Epoch 2/2... Discriminator Loss: 1.1401... Generator Loss: 0.6192 Epoch 2/2... Discriminator Loss: 0.6004... Generator Loss: 1.4833 Epoch 2/2... Discriminator Loss: 0.6108... Generator Loss: 1.7288 Epoch 2/2... Discriminator Loss: 0.9854... Generator Loss: 1.0120 Epoch 2/2... Discriminator Loss: 1.5461... Generator Loss: 0.4535 Epoch 2/2... Discriminator Loss: 0.6016... Generator Loss: 1.7040 Epoch 2/2... Discriminator Loss: 0.7330... Generator Loss: 1.9648
Epoch 2/2... Discriminator Loss: 0.6474... Generator Loss: 1.5533 Epoch 2/2... Discriminator Loss: 0.6143... Generator Loss: 1.5701 Epoch 2/2... Discriminator Loss: 0.5580... Generator Loss: 1.8732 Epoch 2/2... Discriminator Loss: 1.3253... Generator Loss: 0.5552 Epoch 2/2... Discriminator Loss: 0.6394... Generator Loss: 2.0482 Epoch 2/2... Discriminator Loss: 0.8337... Generator Loss: 1.2443 Epoch 2/2... Discriminator Loss: 1.8256... Generator Loss: 0.3435 Epoch 2/2... Discriminator Loss: 0.6535... Generator Loss: 1.6777 Epoch 2/2... Discriminator Loss: 0.9430... Generator Loss: 1.6977 Epoch 2/2... Discriminator Loss: 1.0164... Generator Loss: 0.8128
Epoch 2/2... Discriminator Loss: 0.7269... Generator Loss: 1.4348 Epoch 2/2... Discriminator Loss: 0.5977... Generator Loss: 2.6144 Epoch 2/2... Discriminator Loss: 0.9175... Generator Loss: 1.7069 Epoch 2/2... Discriminator Loss: 0.7251... Generator Loss: 1.4568 Epoch 2/2... Discriminator Loss: 0.8373... Generator Loss: 1.0287 Epoch 2/2... Discriminator Loss: 1.6376... Generator Loss: 0.3253 Epoch 2/2... Discriminator Loss: 0.6893... Generator Loss: 2.1389 Epoch 2/2... Discriminator Loss: 0.7627... Generator Loss: 1.4126 Epoch 2/2... Discriminator Loss: 0.5148... Generator Loss: 2.5234 Epoch 2/2... Discriminator Loss: 0.5590... Generator Loss: 3.1935
Epoch 2/2... Discriminator Loss: 0.8692... Generator Loss: 1.4611 Epoch 2/2... Discriminator Loss: 0.4325... Generator Loss: 3.1694 Epoch 2/2... Discriminator Loss: 0.8312... Generator Loss: 1.0245 Epoch 2/2... Discriminator Loss: 0.6306... Generator Loss: 2.1008 Epoch 2/2... Discriminator Loss: 1.2544... Generator Loss: 0.7044 Epoch 2/2... Discriminator Loss: 0.7070... Generator Loss: 2.3358 Epoch 2/2... Discriminator Loss: 0.4777... Generator Loss: 2.7064 Epoch 2/2... Discriminator Loss: 0.7038... Generator Loss: 2.2128 Epoch 2/2... Discriminator Loss: 0.7217... Generator Loss: 1.5611 Epoch 2/2... Discriminator Loss: 1.8586... Generator Loss: 0.4339
Epoch 2/2... Discriminator Loss: 0.8687... Generator Loss: 2.9833 Epoch 2/2... Discriminator Loss: 1.3505... Generator Loss: 0.7755 Epoch 2/2... Discriminator Loss: 0.5375... Generator Loss: 2.5993 Epoch 2/2... Discriminator Loss: 1.1247... Generator Loss: 0.8620 Epoch 2/2... Discriminator Loss: 0.6964... Generator Loss: 2.2982 Epoch 2/2... Discriminator Loss: 0.7878... Generator Loss: 2.5994 Epoch 2/2... Discriminator Loss: 0.5839... Generator Loss: 1.7425 Epoch 2/2... Discriminator Loss: 0.7889... Generator Loss: 1.3918 Epoch 2/2... Discriminator Loss: 0.6797... Generator Loss: 2.4053 Epoch 2/2... Discriminator Loss: 0.6121... Generator Loss: 1.9822
Epoch 2/2... Discriminator Loss: 1.1105... Generator Loss: 2.8136 Epoch 2/2... Discriminator Loss: 0.9061... Generator Loss: 1.3410 Epoch 2/2... Discriminator Loss: 1.4420... Generator Loss: 0.6383 Epoch 2/2... Discriminator Loss: 0.5973... Generator Loss: 1.8368 Epoch 2/2... Discriminator Loss: 0.9088... Generator Loss: 0.7252 Epoch 2/2... Discriminator Loss: 0.9671... Generator Loss: 1.7533 Epoch 2/2... Discriminator Loss: 0.6028... Generator Loss: 2.5609 Epoch 2/2... Discriminator Loss: 0.6525... Generator Loss: 2.0427 Epoch 2/2... Discriminator Loss: 1.1126... Generator Loss: 0.9512 Epoch 2/2... Discriminator Loss: 0.8262... Generator Loss: 1.2355
--------------------------------------------------------------------------- KeyboardInterrupt Traceback (most recent call last) <ipython-input-14-1774a8d69b45> in <module>() 13 with tf.Graph().as_default(): 14 train(epochs, batch_size, z_dim, learning_rate, beta1, celeba_dataset.get_batches, ---> 15 celeba_dataset.shape, celeba_dataset.image_mode) <ipython-input-12-4b1f60ed9590> in train(epoch_count, batch_size, z_dim, learning_rate, beta1, get_batches, data_shape, data_image_mode) 31 batch_z = np.random.uniform(-1, 1, size=(batch_size, z_dim)) 32 ---> 33 _ = sess.run(d_train, feed_dict={input_real: batch_images, input_z: batch_z, lr: learning_rate}) 34 _ = sess.run(g_train, feed_dict={input_real: batch_images, input_z: batch_z, lr:learning_rate}) 35 /opt/conda/lib/python3.6/site-packages/tensorflow/python/client/session.py in run(self, fetches, feed_dict, options, run_metadata) 893 try: 894 result = self._run(None, fetches, feed_dict, options_ptr, --> 895 run_metadata_ptr) 896 if run_metadata: 897 proto_data = tf_session.TF_GetBuffer(run_metadata_ptr) /opt/conda/lib/python3.6/site-packages/tensorflow/python/client/session.py in _run(self, handle, fetches, feed_dict, options, run_metadata) 1122 if final_fetches or final_targets or (handle and feed_dict_tensor): 1123 results = self._do_run(handle, final_targets, final_fetches, -> 1124 feed_dict_tensor, options, run_metadata) 1125 else: 1126 results = [] /opt/conda/lib/python3.6/site-packages/tensorflow/python/client/session.py in _do_run(self, handle, target_list, fetch_list, feed_dict, options, run_metadata) 1319 if handle is None: 1320 return self._do_call(_run_fn, self._session, feeds, fetches, targets, -> 1321 options, run_metadata) 1322 else: 1323 return self._do_call(_prun_fn, self._session, handle, feeds, fetches) /opt/conda/lib/python3.6/site-packages/tensorflow/python/client/session.py in _do_call(self, fn, *args) 1325 def _do_call(self, fn, *args): 1326 try: -> 1327 return fn(*args) 1328 except errors.OpError as e: 1329 message = compat.as_text(e.message) /opt/conda/lib/python3.6/site-packages/tensorflow/python/client/session.py in _run_fn(session, feed_dict, fetch_list, target_list, options, run_metadata) 1304 return tf_session.TF_Run(session, options, 1305 feed_dict, fetch_list, target_list, -> 1306 status, run_metadata) 1307 1308 def _prun_fn(session, handle, feed_dict, fetch_list): KeyboardInterrupt:
batch_size = 32
z_dim = 100
learning_rate = 0.0002
beta1 = 0.1
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 2
celeba_dataset = helper.Dataset('celeba', glob(os.path.join(data_dir, 'img_align_celeba/*.jpg')))
with tf.Graph().as_default():
train(epochs, batch_size, z_dim, learning_rate, beta1, celeba_dataset.get_batches,
celeba_dataset.shape, celeba_dataset.image_mode)
Epoch 1/2... Discriminator Loss: 2.0166... Generator Loss: 0.4364 Epoch 1/2... Discriminator Loss: 0.6982... Generator Loss: 2.5163 Epoch 1/2... Discriminator Loss: 1.0258... Generator Loss: 3.3628 Epoch 1/2... Discriminator Loss: 1.4318... Generator Loss: 0.6644 Epoch 1/2... Discriminator Loss: 1.0078... Generator Loss: 1.0512 Epoch 1/2... Discriminator Loss: 2.1052... Generator Loss: 0.2975 Epoch 1/2... Discriminator Loss: 2.4858... Generator Loss: 0.2171 Epoch 1/2... Discriminator Loss: 0.9404... Generator Loss: 0.9805 Epoch 1/2... Discriminator Loss: 2.0375... Generator Loss: 0.2768 Epoch 1/2... Discriminator Loss: 2.5688... Generator Loss: 0.1460
Epoch 1/2... Discriminator Loss: 1.3907... Generator Loss: 0.6475 Epoch 1/2... Discriminator Loss: 1.9533... Generator Loss: 0.3060 Epoch 1/2... Discriminator Loss: 3.3058... Generator Loss: 0.0757 Epoch 1/2... Discriminator Loss: 1.3437... Generator Loss: 0.6116 Epoch 1/2... Discriminator Loss: 1.2575... Generator Loss: 0.6956 Epoch 1/2... Discriminator Loss: 1.2362... Generator Loss: 0.6424 Epoch 1/2... Discriminator Loss: 1.4457... Generator Loss: 0.5040 Epoch 1/2... Discriminator Loss: 2.0462... Generator Loss: 0.2125 Epoch 1/2... Discriminator Loss: 0.7130... Generator Loss: 1.3616 Epoch 1/2... Discriminator Loss: 1.0360... Generator Loss: 1.8435
Epoch 1/2... Discriminator Loss: 1.1506... Generator Loss: 2.3218 Epoch 1/2... Discriminator Loss: 0.7845... Generator Loss: 2.5990 Epoch 1/2... Discriminator Loss: 0.8335... Generator Loss: 1.2121 Epoch 1/2... Discriminator Loss: 0.7308... Generator Loss: 2.5758 Epoch 1/2... Discriminator Loss: 1.0561... Generator Loss: 0.8768 Epoch 1/2... Discriminator Loss: 1.7047... Generator Loss: 0.3823 Epoch 1/2... Discriminator Loss: 1.1404... Generator Loss: 0.7683 Epoch 1/2... Discriminator Loss: 0.8467... Generator Loss: 1.2830 Epoch 1/2... Discriminator Loss: 0.7466... Generator Loss: 1.8383 Epoch 1/2... Discriminator Loss: 1.9800... Generator Loss: 2.5337
Epoch 1/2... Discriminator Loss: 1.5230... Generator Loss: 0.4040 Epoch 1/2... Discriminator Loss: 1.3611... Generator Loss: 0.5703 Epoch 1/2... Discriminator Loss: 0.9876... Generator Loss: 1.0249 Epoch 1/2... Discriminator Loss: 0.6078... Generator Loss: 1.9969 Epoch 1/2... Discriminator Loss: 0.8937... Generator Loss: 1.0951 Epoch 1/2... Discriminator Loss: 0.9791... Generator Loss: 0.8712 Epoch 1/2... Discriminator Loss: 1.2562... Generator Loss: 4.2067 Epoch 1/2... Discriminator Loss: 0.6960... Generator Loss: 1.8532 Epoch 1/2... Discriminator Loss: 1.6181... Generator Loss: 0.4195 Epoch 1/2... Discriminator Loss: 1.5603... Generator Loss: 2.4279
Epoch 1/2... Discriminator Loss: 1.5338... Generator Loss: 0.5969 Epoch 1/2... Discriminator Loss: 1.3944... Generator Loss: 0.5575 Epoch 1/2... Discriminator Loss: 0.8768... Generator Loss: 1.1876 Epoch 1/2... Discriminator Loss: 1.0844... Generator Loss: 2.5677 Epoch 1/2... Discriminator Loss: 0.9456... Generator Loss: 0.9317 Epoch 1/2... Discriminator Loss: 1.4883... Generator Loss: 0.5020 Epoch 1/2... Discriminator Loss: 1.4937... Generator Loss: 0.8233 Epoch 1/2... Discriminator Loss: 0.6907... Generator Loss: 2.8583 Epoch 1/2... Discriminator Loss: 1.1233... Generator Loss: 0.8716 Epoch 1/2... Discriminator Loss: 0.6715... Generator Loss: 3.7560
Epoch 1/2... Discriminator Loss: 0.9191... Generator Loss: 2.5438 Epoch 1/2... Discriminator Loss: 0.5599... Generator Loss: 1.9895 Epoch 1/2... Discriminator Loss: 0.8987... Generator Loss: 2.8158 Epoch 1/2... Discriminator Loss: 1.2453... Generator Loss: 3.0998 Epoch 1/2... Discriminator Loss: 1.7771... Generator Loss: 0.4040 Epoch 1/2... Discriminator Loss: 0.9524... Generator Loss: 1.4999 Epoch 1/2... Discriminator Loss: 0.9101... Generator Loss: 1.2865 Epoch 1/2... Discriminator Loss: 0.6155... Generator Loss: 1.8692 Epoch 1/2... Discriminator Loss: 1.5040... Generator Loss: 0.4508 Epoch 1/2... Discriminator Loss: 2.2970... Generator Loss: 2.1093
Epoch 1/2... Discriminator Loss: 0.8533... Generator Loss: 1.2951 Epoch 1/2... Discriminator Loss: 1.1270... Generator Loss: 0.7502 Epoch 1/2... Discriminator Loss: 0.6267... Generator Loss: 1.9266 Epoch 1/2... Discriminator Loss: 2.0158... Generator Loss: 2.6111 Epoch 1/2... Discriminator Loss: 1.2085... Generator Loss: 0.7033 Epoch 1/2... Discriminator Loss: 1.0323... Generator Loss: 0.8442 Epoch 1/2... Discriminator Loss: 0.6658... Generator Loss: 2.0810 Epoch 1/2... Discriminator Loss: 0.7957... Generator Loss: 1.3439 Epoch 1/2... Discriminator Loss: 1.3231... Generator Loss: 1.0977 Epoch 1/2... Discriminator Loss: 1.4054... Generator Loss: 1.8909
Epoch 1/2... Discriminator Loss: 1.2333... Generator Loss: 0.6270 Epoch 1/2... Discriminator Loss: 1.2128... Generator Loss: 1.2418 Epoch 1/2... Discriminator Loss: 1.1702... Generator Loss: 0.8703 Epoch 1/2... Discriminator Loss: 1.3768... Generator Loss: 0.5722 Epoch 1/2... Discriminator Loss: 2.2077... Generator Loss: 3.0143 Epoch 1/2... Discriminator Loss: 0.9767... Generator Loss: 2.0079 Epoch 1/2... Discriminator Loss: 1.4748... Generator Loss: 2.0647 Epoch 1/2... Discriminator Loss: 1.4977... Generator Loss: 2.0809 Epoch 1/2... Discriminator Loss: 0.4953... Generator Loss: 2.6955 Epoch 1/2... Discriminator Loss: 1.2281... Generator Loss: 1.2242
Epoch 1/2... Discriminator Loss: 2.2422... Generator Loss: 1.9472 Epoch 1/2... Discriminator Loss: 1.1504... Generator Loss: 1.2224 Epoch 1/2... Discriminator Loss: 0.5901... Generator Loss: 1.7237 Epoch 1/2... Discriminator Loss: 1.4138... Generator Loss: 1.3085 Epoch 1/2... Discriminator Loss: 0.7949... Generator Loss: 1.7070 Epoch 1/2... Discriminator Loss: 0.9467... Generator Loss: 2.4434 Epoch 1/2... Discriminator Loss: 1.3614... Generator Loss: 1.1842 Epoch 1/2... Discriminator Loss: 1.3289... Generator Loss: 0.5495 Epoch 1/2... Discriminator Loss: 1.0355... Generator Loss: 0.9564 Epoch 1/2... Discriminator Loss: 1.6397... Generator Loss: 0.3470
Epoch 1/2... Discriminator Loss: 0.7930... Generator Loss: 2.3506 Epoch 1/2... Discriminator Loss: 1.1628... Generator Loss: 0.7457 Epoch 1/2... Discriminator Loss: 1.5136... Generator Loss: 0.4051 Epoch 1/2... Discriminator Loss: 1.8665... Generator Loss: 2.2833 Epoch 1/2... Discriminator Loss: 1.1116... Generator Loss: 0.6957 Epoch 1/2... Discriminator Loss: 0.5456... Generator Loss: 2.6918 Epoch 1/2... Discriminator Loss: 1.3973... Generator Loss: 0.6848 Epoch 1/2... Discriminator Loss: 0.5441... Generator Loss: 2.1849 Epoch 1/2... Discriminator Loss: 1.1073... Generator Loss: 2.8256 Epoch 1/2... Discriminator Loss: 1.2364... Generator Loss: 3.2382
Epoch 1/2... Discriminator Loss: 1.1304... Generator Loss: 0.8700 Epoch 1/2... Discriminator Loss: 1.0330... Generator Loss: 1.1921 Epoch 1/2... Discriminator Loss: 0.8653... Generator Loss: 1.0611 Epoch 1/2... Discriminator Loss: 1.3785... Generator Loss: 0.5498 Epoch 1/2... Discriminator Loss: 1.7030... Generator Loss: 2.2907 Epoch 1/2... Discriminator Loss: 0.6332... Generator Loss: 2.3860 Epoch 1/2... Discriminator Loss: 0.8550... Generator Loss: 2.4931 Epoch 1/2... Discriminator Loss: 0.9069... Generator Loss: 1.0114 Epoch 1/2... Discriminator Loss: 1.3185... Generator Loss: 2.3482 Epoch 1/2... Discriminator Loss: 1.5708... Generator Loss: 0.4434
Epoch 1/2... Discriminator Loss: 0.6789... Generator Loss: 1.6864 Epoch 1/2... Discriminator Loss: 0.5446... Generator Loss: 2.0109 Epoch 1/2... Discriminator Loss: 1.2039... Generator Loss: 1.6615 Epoch 1/2... Discriminator Loss: 1.4804... Generator Loss: 1.2242 Epoch 1/2... Discriminator Loss: 1.5144... Generator Loss: 0.4987 Epoch 1/2... Discriminator Loss: 1.2828... Generator Loss: 1.0802 Epoch 1/2... Discriminator Loss: 0.9091... Generator Loss: 1.7380 Epoch 1/2... Discriminator Loss: 1.3097... Generator Loss: 1.6507 Epoch 1/2... Discriminator Loss: 0.5590... Generator Loss: 4.3077 Epoch 1/2... Discriminator Loss: 2.2948... Generator Loss: 2.7940
Epoch 1/2... Discriminator Loss: 0.8957... Generator Loss: 2.5799 Epoch 1/2... Discriminator Loss: 0.8474... Generator Loss: 1.0963 Epoch 1/2... Discriminator Loss: 1.2256... Generator Loss: 0.6800 Epoch 1/2... Discriminator Loss: 1.0820... Generator Loss: 0.6853 Epoch 1/2... Discriminator Loss: 0.9984... Generator Loss: 3.0790 Epoch 1/2... Discriminator Loss: 1.1494... Generator Loss: 0.9917 Epoch 1/2... Discriminator Loss: 0.6412... Generator Loss: 1.6511 Epoch 1/2... Discriminator Loss: 0.7538... Generator Loss: 1.4387 Epoch 1/2... Discriminator Loss: 2.3748... Generator Loss: 0.1685 Epoch 1/2... Discriminator Loss: 0.9689... Generator Loss: 2.5614
Epoch 1/2... Discriminator Loss: 1.2910... Generator Loss: 0.5423 Epoch 1/2... Discriminator Loss: 1.8227... Generator Loss: 0.3258 Epoch 1/2... Discriminator Loss: 1.2282... Generator Loss: 1.2042 Epoch 1/2... Discriminator Loss: 1.2650... Generator Loss: 1.4899 Epoch 1/2... Discriminator Loss: 0.8006... Generator Loss: 1.9331 Epoch 1/2... Discriminator Loss: 1.4260... Generator Loss: 0.4995 Epoch 1/2... Discriminator Loss: 1.2407... Generator Loss: 0.9638 Epoch 1/2... Discriminator Loss: 1.3817... Generator Loss: 2.1724 Epoch 1/2... Discriminator Loss: 0.6894... Generator Loss: 1.3961 Epoch 1/2... Discriminator Loss: 0.9808... Generator Loss: 1.8168
Epoch 1/2... Discriminator Loss: 0.6375... Generator Loss: 1.8791 Epoch 1/2... Discriminator Loss: 1.0683... Generator Loss: 1.2417 Epoch 1/2... Discriminator Loss: 0.8346... Generator Loss: 1.7501 Epoch 1/2... Discriminator Loss: 0.7407... Generator Loss: 1.5275 Epoch 1/2... Discriminator Loss: 0.9942... Generator Loss: 1.7147 Epoch 1/2... Discriminator Loss: 0.9551... Generator Loss: 0.9987 Epoch 1/2... Discriminator Loss: 1.0250... Generator Loss: 1.1975 Epoch 1/2... Discriminator Loss: 1.0232... Generator Loss: 1.9987 Epoch 1/2... Discriminator Loss: 1.9606... Generator Loss: 2.3334 Epoch 1/2... Discriminator Loss: 0.8657... Generator Loss: 3.3906
Epoch 1/2... Discriminator Loss: 1.1166... Generator Loss: 1.0789 Epoch 1/2... Discriminator Loss: 1.1767... Generator Loss: 0.7797 Epoch 1/2... Discriminator Loss: 1.2621... Generator Loss: 0.5944 Epoch 1/2... Discriminator Loss: 1.2212... Generator Loss: 0.6085 Epoch 1/2... Discriminator Loss: 1.0648... Generator Loss: 1.2449 Epoch 1/2... Discriminator Loss: 1.0747... Generator Loss: 0.6837 Epoch 1/2... Discriminator Loss: 1.2560... Generator Loss: 1.8304 Epoch 1/2... Discriminator Loss: 0.5164... Generator Loss: 2.4737 Epoch 1/2... Discriminator Loss: 0.5830... Generator Loss: 3.4942 Epoch 1/2... Discriminator Loss: 1.4704... Generator Loss: 1.0820
Epoch 1/2... Discriminator Loss: 1.4766... Generator Loss: 0.6279 Epoch 1/2... Discriminator Loss: 1.2767... Generator Loss: 0.5925 Epoch 1/2... Discriminator Loss: 1.2926... Generator Loss: 1.6537 Epoch 1/2... Discriminator Loss: 1.1670... Generator Loss: 1.8967 Epoch 1/2... Discriminator Loss: 0.8220... Generator Loss: 2.0633 Epoch 1/2... Discriminator Loss: 0.8505... Generator Loss: 1.1203 Epoch 1/2... Discriminator Loss: 1.2484... Generator Loss: 0.6362 Epoch 1/2... Discriminator Loss: 0.6149... Generator Loss: 1.6651 Epoch 1/2... Discriminator Loss: 1.2309... Generator Loss: 0.9142 Epoch 1/2... Discriminator Loss: 1.0002... Generator Loss: 1.1623
Epoch 1/2... Discriminator Loss: 1.1586... Generator Loss: 0.7111 Epoch 1/2... Discriminator Loss: 1.1649... Generator Loss: 1.9216 Epoch 1/2... Discriminator Loss: 0.6362... Generator Loss: 1.7467 Epoch 1/2... Discriminator Loss: 0.8993... Generator Loss: 1.5631 Epoch 1/2... Discriminator Loss: 0.9810... Generator Loss: 1.0485 Epoch 1/2... Discriminator Loss: 1.3970... Generator Loss: 2.1719 Epoch 1/2... Discriminator Loss: 1.2771... Generator Loss: 1.5404 Epoch 1/2... Discriminator Loss: 0.9584... Generator Loss: 0.8706 Epoch 1/2... Discriminator Loss: 0.5783... Generator Loss: 1.8843 Epoch 1/2... Discriminator Loss: 0.9754... Generator Loss: 1.0378
Epoch 1/2... Discriminator Loss: 0.7736... Generator Loss: 3.2728 Epoch 1/2... Discriminator Loss: 1.3296... Generator Loss: 0.6197 Epoch 1/2... Discriminator Loss: 1.0389... Generator Loss: 0.8426 Epoch 1/2... Discriminator Loss: 0.7211... Generator Loss: 2.5134 Epoch 1/2... Discriminator Loss: 0.5651... Generator Loss: 2.0107 Epoch 1/2... Discriminator Loss: 0.6897... Generator Loss: 1.4146 Epoch 1/2... Discriminator Loss: 0.8015... Generator Loss: 1.3760 Epoch 1/2... Discriminator Loss: 1.5220... Generator Loss: 1.6187 Epoch 1/2... Discriminator Loss: 0.9744... Generator Loss: 1.4743 Epoch 1/2... Discriminator Loss: 1.1729... Generator Loss: 1.3301
Epoch 1/2... Discriminator Loss: 1.1403... Generator Loss: 0.8568 Epoch 1/2... Discriminator Loss: 0.5998... Generator Loss: 1.6846 Epoch 1/2... Discriminator Loss: 1.0768... Generator Loss: 0.9145 Epoch 1/2... Discriminator Loss: 1.1223... Generator Loss: 0.8598 Epoch 1/2... Discriminator Loss: 1.4313... Generator Loss: 0.7257 Epoch 1/2... Discriminator Loss: 0.9232... Generator Loss: 0.9926 Epoch 1/2... Discriminator Loss: 1.1705... Generator Loss: 0.6201 Epoch 1/2... Discriminator Loss: 0.6682... Generator Loss: 1.6121 Epoch 1/2... Discriminator Loss: 0.5456... Generator Loss: 1.9147 Epoch 1/2... Discriminator Loss: 1.6067... Generator Loss: 0.3757
Epoch 1/2... Discriminator Loss: 0.6702... Generator Loss: 1.9518 Epoch 1/2... Discriminator Loss: 0.8361... Generator Loss: 1.7592 Epoch 1/2... Discriminator Loss: 0.5177... Generator Loss: 2.2895 Epoch 1/2... Discriminator Loss: 1.4579... Generator Loss: 0.4296 Epoch 1/2... Discriminator Loss: 1.5572... Generator Loss: 0.6501 Epoch 1/2... Discriminator Loss: 1.0974... Generator Loss: 0.7896 Epoch 1/2... Discriminator Loss: 1.0335... Generator Loss: 1.0793 Epoch 1/2... Discriminator Loss: 2.8177... Generator Loss: 2.6732 Epoch 1/2... Discriminator Loss: 1.4442... Generator Loss: 0.5865 Epoch 1/2... Discriminator Loss: 0.8960... Generator Loss: 1.2506
Epoch 1/2... Discriminator Loss: 0.6539... Generator Loss: 2.5382 Epoch 1/2... Discriminator Loss: 1.9884... Generator Loss: 2.6036 Epoch 1/2... Discriminator Loss: 1.1635... Generator Loss: 0.7838 Epoch 1/2... Discriminator Loss: 1.0513... Generator Loss: 0.7886 Epoch 1/2... Discriminator Loss: 2.1574... Generator Loss: 3.2122 Epoch 1/2... Discriminator Loss: 0.7310... Generator Loss: 1.5769 Epoch 1/2... Discriminator Loss: 2.0372... Generator Loss: 2.5969 Epoch 1/2... Discriminator Loss: 0.9876... Generator Loss: 3.9290 Epoch 1/2... Discriminator Loss: 0.8495... Generator Loss: 1.1168 Epoch 1/2... Discriminator Loss: 0.8224... Generator Loss: 4.2704
Epoch 1/2... Discriminator Loss: 0.9675... Generator Loss: 0.9482 Epoch 1/2... Discriminator Loss: 1.4404... Generator Loss: 2.3228 Epoch 1/2... Discriminator Loss: 0.8324... Generator Loss: 1.5085 Epoch 1/2... Discriminator Loss: 0.9111... Generator Loss: 1.1698 Epoch 1/2... Discriminator Loss: 0.6391... Generator Loss: 2.2020 Epoch 1/2... Discriminator Loss: 1.1664... Generator Loss: 2.0167 Epoch 1/2... Discriminator Loss: 1.1188... Generator Loss: 0.8025 Epoch 1/2... Discriminator Loss: 0.7268... Generator Loss: 1.4866 Epoch 1/2... Discriminator Loss: 1.3679... Generator Loss: 0.5645 Epoch 1/2... Discriminator Loss: 1.2394... Generator Loss: 0.5635
Epoch 1/2... Discriminator Loss: 0.6799... Generator Loss: 1.4449 Epoch 1/2... Discriminator Loss: 1.5007... Generator Loss: 2.1238 Epoch 1/2... Discriminator Loss: 0.5549... Generator Loss: 2.3520 Epoch 1/2... Discriminator Loss: 0.6015... Generator Loss: 1.9862 Epoch 1/2... Discriminator Loss: 0.5391... Generator Loss: 3.6891 Epoch 1/2... Discriminator Loss: 0.9577... Generator Loss: 1.3596 Epoch 1/2... Discriminator Loss: 1.2700... Generator Loss: 0.5776 Epoch 1/2... Discriminator Loss: 1.3442... Generator Loss: 1.8204 Epoch 1/2... Discriminator Loss: 1.0294... Generator Loss: 1.4710 Epoch 1/2... Discriminator Loss: 0.9463... Generator Loss: 2.1032
Epoch 1/2... Discriminator Loss: 0.9333... Generator Loss: 0.9697 Epoch 1/2... Discriminator Loss: 1.3797... Generator Loss: 1.3115 Epoch 1/2... Discriminator Loss: 0.5460... Generator Loss: 2.5962 Epoch 1/2... Discriminator Loss: 1.1775... Generator Loss: 0.7491 Epoch 1/2... Discriminator Loss: 1.3075... Generator Loss: 0.6983 Epoch 1/2... Discriminator Loss: 1.6459... Generator Loss: 2.2575 Epoch 1/2... Discriminator Loss: 0.7796... Generator Loss: 1.2851 Epoch 1/2... Discriminator Loss: 0.6958... Generator Loss: 1.3043 Epoch 1/2... Discriminator Loss: 0.7398... Generator Loss: 1.3586 Epoch 1/2... Discriminator Loss: 1.7812... Generator Loss: 4.4459
Epoch 1/2... Discriminator Loss: 0.5936... Generator Loss: 1.7027 Epoch 1/2... Discriminator Loss: 0.7078... Generator Loss: 1.1343 Epoch 1/2... Discriminator Loss: 0.6062... Generator Loss: 1.7103 Epoch 1/2... Discriminator Loss: 1.1347... Generator Loss: 1.9532 Epoch 1/2... Discriminator Loss: 1.0493... Generator Loss: 2.6291 Epoch 1/2... Discriminator Loss: 1.1353... Generator Loss: 0.7219 Epoch 1/2... Discriminator Loss: 1.1932... Generator Loss: 0.7252 Epoch 1/2... Discriminator Loss: 0.9559... Generator Loss: 0.8627 Epoch 1/2... Discriminator Loss: 0.7844... Generator Loss: 1.7588 Epoch 1/2... Discriminator Loss: 0.8335... Generator Loss: 0.9968
Epoch 1/2... Discriminator Loss: 0.6234... Generator Loss: 1.6261 Epoch 1/2... Discriminator Loss: 0.6892... Generator Loss: 1.8842 Epoch 1/2... Discriminator Loss: 1.4846... Generator Loss: 0.4622 Epoch 1/2... Discriminator Loss: 1.1804... Generator Loss: 0.7210 Epoch 1/2... Discriminator Loss: 0.8326... Generator Loss: 1.3430 Epoch 1/2... Discriminator Loss: 0.6634... Generator Loss: 1.4574 Epoch 1/2... Discriminator Loss: 1.0573... Generator Loss: 0.7492 Epoch 1/2... Discriminator Loss: 0.7835... Generator Loss: 1.1489 Epoch 1/2... Discriminator Loss: 1.2554... Generator Loss: 0.6151 Epoch 1/2... Discriminator Loss: 0.9473... Generator Loss: 1.4142
Epoch 1/2... Discriminator Loss: 0.8326... Generator Loss: 0.8683 Epoch 1/2... Discriminator Loss: 0.7143... Generator Loss: 1.5959 Epoch 1/2... Discriminator Loss: 0.4831... Generator Loss: 2.5796 Epoch 1/2... Discriminator Loss: 0.9913... Generator Loss: 0.9164 Epoch 1/2... Discriminator Loss: 1.8150... Generator Loss: 0.3131 Epoch 1/2... Discriminator Loss: 1.5464... Generator Loss: 0.4583 Epoch 1/2... Discriminator Loss: 0.5700... Generator Loss: 2.3144 Epoch 1/2... Discriminator Loss: 0.5761... Generator Loss: 1.7996 Epoch 1/2... Discriminator Loss: 1.1445... Generator Loss: 1.3302 Epoch 1/2... Discriminator Loss: 0.6179... Generator Loss: 1.5918
Epoch 1/2... Discriminator Loss: 1.1531... Generator Loss: 1.2899 Epoch 1/2... Discriminator Loss: 0.7282... Generator Loss: 1.5130 Epoch 1/2... Discriminator Loss: 1.7588... Generator Loss: 0.3166 Epoch 1/2... Discriminator Loss: 1.0585... Generator Loss: 0.6743 Epoch 1/2... Discriminator Loss: 0.7528... Generator Loss: 1.3081 Epoch 1/2... Discriminator Loss: 1.1034... Generator Loss: 0.6150 Epoch 1/2... Discriminator Loss: 1.4689... Generator Loss: 0.4041 Epoch 1/2... Discriminator Loss: 0.6504... Generator Loss: 2.8917 Epoch 1/2... Discriminator Loss: 1.2351... Generator Loss: 0.6480 Epoch 1/2... Discriminator Loss: 0.7576... Generator Loss: 1.9128
Epoch 1/2... Discriminator Loss: 0.4776... Generator Loss: 3.0713 Epoch 1/2... Discriminator Loss: 0.5147... Generator Loss: 3.6652 Epoch 1/2... Discriminator Loss: 0.6037... Generator Loss: 1.7054 Epoch 1/2... Discriminator Loss: 0.9207... Generator Loss: 1.6222 Epoch 1/2... Discriminator Loss: 1.2377... Generator Loss: 1.9456 Epoch 1/2... Discriminator Loss: 0.7775... Generator Loss: 2.1855 Epoch 1/2... Discriminator Loss: 0.7168... Generator Loss: 1.2689 Epoch 1/2... Discriminator Loss: 0.8523... Generator Loss: 0.9522 Epoch 1/2... Discriminator Loss: 0.9611... Generator Loss: 0.8465 Epoch 1/2... Discriminator Loss: 0.9811... Generator Loss: 0.7746
Epoch 1/2... Discriminator Loss: 1.8206... Generator Loss: 2.3881 Epoch 1/2... Discriminator Loss: 1.0885... Generator Loss: 1.6961 Epoch 1/2... Discriminator Loss: 0.4549... Generator Loss: 2.7968 Epoch 1/2... Discriminator Loss: 1.1328... Generator Loss: 2.6490 Epoch 1/2... Discriminator Loss: 1.1453... Generator Loss: 0.7262 Epoch 1/2... Discriminator Loss: 0.5773... Generator Loss: 1.9214 Epoch 1/2... Discriminator Loss: 0.5760... Generator Loss: 2.6538 Epoch 1/2... Discriminator Loss: 0.7522... Generator Loss: 1.8883 Epoch 1/2... Discriminator Loss: 0.8661... Generator Loss: 1.1288 Epoch 1/2... Discriminator Loss: 1.0192... Generator Loss: 1.5608
Epoch 1/2... Discriminator Loss: 0.9001... Generator Loss: 0.9624 Epoch 1/2... Discriminator Loss: 0.6168... Generator Loss: 1.8313 Epoch 1/2... Discriminator Loss: 0.7166... Generator Loss: 1.6258 Epoch 1/2... Discriminator Loss: 0.4206... Generator Loss: 3.0180 Epoch 1/2... Discriminator Loss: 0.6768... Generator Loss: 1.9194 Epoch 1/2... Discriminator Loss: 1.7861... Generator Loss: 2.6085 Epoch 1/2... Discriminator Loss: 0.9895... Generator Loss: 1.4372 Epoch 1/2... Discriminator Loss: 0.4379... Generator Loss: 2.7149 Epoch 1/2... Discriminator Loss: 0.7163... Generator Loss: 1.3188 Epoch 1/2... Discriminator Loss: 1.2411... Generator Loss: 0.7939
Epoch 1/2... Discriminator Loss: 0.9834... Generator Loss: 0.8459 Epoch 1/2... Discriminator Loss: 0.9354... Generator Loss: 1.6113 Epoch 1/2... Discriminator Loss: 0.5102... Generator Loss: 2.3613 Epoch 1/2... Discriminator Loss: 1.6688... Generator Loss: 2.6417 Epoch 1/2... Discriminator Loss: 0.5704... Generator Loss: 1.9012 Epoch 1/2... Discriminator Loss: 1.2502... Generator Loss: 0.6852 Epoch 1/2... Discriminator Loss: 0.5913... Generator Loss: 2.6542 Epoch 1/2... Discriminator Loss: 1.6542... Generator Loss: 1.9983 Epoch 1/2... Discriminator Loss: 0.6099... Generator Loss: 2.3503 Epoch 1/2... Discriminator Loss: 1.5469... Generator Loss: 0.4625
Epoch 1/2... Discriminator Loss: 0.9267... Generator Loss: 0.9294 Epoch 1/2... Discriminator Loss: 1.1655... Generator Loss: 0.9370 Epoch 1/2... Discriminator Loss: 0.9680... Generator Loss: 0.8172 Epoch 1/2... Discriminator Loss: 0.6779... Generator Loss: 1.8884 Epoch 1/2... Discriminator Loss: 0.8171... Generator Loss: 1.3283 Epoch 1/2... Discriminator Loss: 0.5968... Generator Loss: 2.0028 Epoch 1/2... Discriminator Loss: 0.7048... Generator Loss: 1.7587 Epoch 1/2... Discriminator Loss: 0.7085... Generator Loss: 1.5660 Epoch 1/2... Discriminator Loss: 0.6775... Generator Loss: 2.3176 Epoch 1/2... Discriminator Loss: 1.0815... Generator Loss: 2.9762
Epoch 1/2... Discriminator Loss: 2.8352... Generator Loss: 3.6623 Epoch 1/2... Discriminator Loss: 1.1151... Generator Loss: 0.7694 Epoch 1/2... Discriminator Loss: 1.1660... Generator Loss: 0.6718 Epoch 1/2... Discriminator Loss: 0.9572... Generator Loss: 0.9541 Epoch 1/2... Discriminator Loss: 0.5925... Generator Loss: 1.9373 Epoch 1/2... Discriminator Loss: 0.7487... Generator Loss: 1.1818 Epoch 1/2... Discriminator Loss: 0.8728... Generator Loss: 1.1450 Epoch 1/2... Discriminator Loss: 1.7532... Generator Loss: 2.5143 Epoch 1/2... Discriminator Loss: 0.4872... Generator Loss: 2.5905 Epoch 1/2... Discriminator Loss: 0.9952... Generator Loss: 0.8348
Epoch 1/2... Discriminator Loss: 1.2004... Generator Loss: 0.5760 Epoch 1/2... Discriminator Loss: 1.1338... Generator Loss: 0.6123 Epoch 1/2... Discriminator Loss: 0.5119... Generator Loss: 2.3863 Epoch 1/2... Discriminator Loss: 0.4331... Generator Loss: 2.9328 Epoch 1/2... Discriminator Loss: 0.9005... Generator Loss: 1.1222 Epoch 1/2... Discriminator Loss: 1.6567... Generator Loss: 1.7661 Epoch 1/2... Discriminator Loss: 0.4351... Generator Loss: 3.7008 Epoch 1/2... Discriminator Loss: 0.8952... Generator Loss: 0.9209 Epoch 1/2... Discriminator Loss: 0.7687... Generator Loss: 2.3215 Epoch 1/2... Discriminator Loss: 0.7944... Generator Loss: 1.1977
Epoch 1/2... Discriminator Loss: 0.5026... Generator Loss: 3.4039 Epoch 1/2... Discriminator Loss: 0.8202... Generator Loss: 1.1098 Epoch 1/2... Discriminator Loss: 0.8331... Generator Loss: 1.9135 Epoch 1/2... Discriminator Loss: 0.9350... Generator Loss: 2.0773 Epoch 1/2... Discriminator Loss: 0.8975... Generator Loss: 1.3698 Epoch 1/2... Discriminator Loss: 1.0403... Generator Loss: 0.8427 Epoch 1/2... Discriminator Loss: 1.6952... Generator Loss: 2.4630 Epoch 1/2... Discriminator Loss: 1.3349... Generator Loss: 1.2021 Epoch 1/2... Discriminator Loss: 1.9843... Generator Loss: 2.0569 Epoch 1/2... Discriminator Loss: 1.0624... Generator Loss: 1.6243
Epoch 1/2... Discriminator Loss: 1.0522... Generator Loss: 1.7000 Epoch 1/2... Discriminator Loss: 0.7360... Generator Loss: 1.1181 Epoch 1/2... Discriminator Loss: 1.4611... Generator Loss: 2.0865 Epoch 1/2... Discriminator Loss: 0.6964... Generator Loss: 1.8761 Epoch 1/2... Discriminator Loss: 0.8484... Generator Loss: 1.3718 Epoch 1/2... Discriminator Loss: 1.3325... Generator Loss: 0.4190 Epoch 1/2... Discriminator Loss: 0.8183... Generator Loss: 1.1016 Epoch 1/2... Discriminator Loss: 0.5406... Generator Loss: 2.3510 Epoch 1/2... Discriminator Loss: 0.7074... Generator Loss: 2.3969 Epoch 1/2... Discriminator Loss: 0.8190... Generator Loss: 1.3876
Epoch 1/2... Discriminator Loss: 0.4453... Generator Loss: 2.5808 Epoch 1/2... Discriminator Loss: 0.5704... Generator Loss: 2.1142 Epoch 1/2... Discriminator Loss: 0.6427... Generator Loss: 1.9269 Epoch 1/2... Discriminator Loss: 1.3044... Generator Loss: 0.6160 Epoch 1/2... Discriminator Loss: 0.8550... Generator Loss: 1.5483 Epoch 1/2... Discriminator Loss: 1.0175... Generator Loss: 0.7135 Epoch 1/2... Discriminator Loss: 1.1247... Generator Loss: 1.8915 Epoch 1/2... Discriminator Loss: 0.5965... Generator Loss: 3.0301 Epoch 1/2... Discriminator Loss: 0.6184... Generator Loss: 1.8340 Epoch 1/2... Discriminator Loss: 1.1439... Generator Loss: 0.7450
Epoch 1/2... Discriminator Loss: 2.6154... Generator Loss: 2.8001 Epoch 1/2... Discriminator Loss: 1.3252... Generator Loss: 1.2241 Epoch 1/2... Discriminator Loss: 0.9064... Generator Loss: 1.2610 Epoch 1/2... Discriminator Loss: 0.5962... Generator Loss: 2.8211 Epoch 1/2... Discriminator Loss: 0.8685... Generator Loss: 1.2930 Epoch 1/2... Discriminator Loss: 1.0687... Generator Loss: 0.8195 Epoch 1/2... Discriminator Loss: 1.1115... Generator Loss: 0.8216 Epoch 1/2... Discriminator Loss: 0.6383... Generator Loss: 3.0731 Epoch 1/2... Discriminator Loss: 0.5924... Generator Loss: 2.4325 Epoch 1/2... Discriminator Loss: 0.6515... Generator Loss: 1.9305
Epoch 1/2... Discriminator Loss: 0.6381... Generator Loss: 2.1665 Epoch 1/2... Discriminator Loss: 2.8056... Generator Loss: 3.6974 Epoch 1/2... Discriminator Loss: 0.5665... Generator Loss: 2.0754 Epoch 1/2... Discriminator Loss: 0.6750... Generator Loss: 1.3757 Epoch 1/2... Discriminator Loss: 0.7361... Generator Loss: 2.5787 Epoch 1/2... Discriminator Loss: 0.8694... Generator Loss: 2.2332 Epoch 1/2... Discriminator Loss: 1.2738... Generator Loss: 0.5739 Epoch 1/2... Discriminator Loss: 0.6531... Generator Loss: 2.2724 Epoch 1/2... Discriminator Loss: 0.9893... Generator Loss: 3.0883 Epoch 1/2... Discriminator Loss: 0.6214... Generator Loss: 2.6141
Epoch 1/2... Discriminator Loss: 0.5376... Generator Loss: 3.3582 Epoch 1/2... Discriminator Loss: 0.5111... Generator Loss: 2.1082 Epoch 1/2... Discriminator Loss: 1.3406... Generator Loss: 0.4845 Epoch 1/2... Discriminator Loss: 0.9127... Generator Loss: 4.5944 Epoch 1/2... Discriminator Loss: 1.5741... Generator Loss: 0.4043 Epoch 1/2... Discriminator Loss: 0.6813... Generator Loss: 1.4176 Epoch 1/2... Discriminator Loss: 0.9438... Generator Loss: 1.5639 Epoch 1/2... Discriminator Loss: 0.7807... Generator Loss: 1.4312 Epoch 1/2... Discriminator Loss: 0.3794... Generator Loss: 4.2604 Epoch 1/2... Discriminator Loss: 1.4869... Generator Loss: 2.8289
Epoch 1/2... Discriminator Loss: 0.5627... Generator Loss: 2.6021 Epoch 1/2... Discriminator Loss: 0.7573... Generator Loss: 1.3814 Epoch 1/2... Discriminator Loss: 0.7423... Generator Loss: 1.8454 Epoch 1/2... Discriminator Loss: 0.8566... Generator Loss: 0.9374 Epoch 1/2... Discriminator Loss: 0.4876... Generator Loss: 2.5887 Epoch 1/2... Discriminator Loss: 0.6214... Generator Loss: 1.7902 Epoch 1/2... Discriminator Loss: 1.0727... Generator Loss: 1.1345 Epoch 1/2... Discriminator Loss: 0.9513... Generator Loss: 0.9152 Epoch 1/2... Discriminator Loss: 0.6092... Generator Loss: 1.7590 Epoch 1/2... Discriminator Loss: 1.2030... Generator Loss: 0.7739
Epoch 1/2... Discriminator Loss: 1.2455... Generator Loss: 1.3465 Epoch 1/2... Discriminator Loss: 0.9743... Generator Loss: 1.4970 Epoch 1/2... Discriminator Loss: 0.6885... Generator Loss: 1.2582 Epoch 1/2... Discriminator Loss: 0.7508... Generator Loss: 2.6963 Epoch 1/2... Discriminator Loss: 1.2658... Generator Loss: 0.6152 Epoch 1/2... Discriminator Loss: 1.0737... Generator Loss: 0.8601 Epoch 1/2... Discriminator Loss: 1.1541... Generator Loss: 1.0451 Epoch 1/2... Discriminator Loss: 1.2014... Generator Loss: 0.6768 Epoch 1/2... Discriminator Loss: 1.0553... Generator Loss: 0.9381 Epoch 1/2... Discriminator Loss: 1.1943... Generator Loss: 0.7350
Epoch 1/2... Discriminator Loss: 1.0893... Generator Loss: 1.1464 Epoch 1/2... Discriminator Loss: 1.0468... Generator Loss: 1.3687 Epoch 1/2... Discriminator Loss: 1.3164... Generator Loss: 0.5581 Epoch 1/2... Discriminator Loss: 0.8210... Generator Loss: 1.2233 Epoch 1/2... Discriminator Loss: 0.9879... Generator Loss: 0.8420 Epoch 1/2... Discriminator Loss: 1.0091... Generator Loss: 0.9280 Epoch 1/2... Discriminator Loss: 0.4574... Generator Loss: 2.6294 Epoch 1/2... Discriminator Loss: 1.2122... Generator Loss: 1.6567 Epoch 1/2... Discriminator Loss: 1.1071... Generator Loss: 2.7348 Epoch 1/2... Discriminator Loss: 1.3034... Generator Loss: 0.7893
Epoch 1/2... Discriminator Loss: 0.6097... Generator Loss: 1.7638 Epoch 1/2... Discriminator Loss: 0.8875... Generator Loss: 3.5516 Epoch 1/2... Discriminator Loss: 1.1035... Generator Loss: 0.6437 Epoch 1/2... Discriminator Loss: 0.7574... Generator Loss: 1.5132 Epoch 1/2... Discriminator Loss: 0.5609... Generator Loss: 2.0882 Epoch 1/2... Discriminator Loss: 0.8384... Generator Loss: 1.1998 Epoch 1/2... Discriminator Loss: 1.2450... Generator Loss: 0.6884 Epoch 1/2... Discriminator Loss: 1.1995... Generator Loss: 0.7291 Epoch 1/2... Discriminator Loss: 0.6072... Generator Loss: 1.6629 Epoch 1/2... Discriminator Loss: 0.7512... Generator Loss: 1.4851
Epoch 1/2... Discriminator Loss: 0.7853... Generator Loss: 3.0637 Epoch 1/2... Discriminator Loss: 0.8893... Generator Loss: 0.9530 Epoch 1/2... Discriminator Loss: 0.6284... Generator Loss: 1.9379 Epoch 1/2... Discriminator Loss: 0.7913... Generator Loss: 1.1758 Epoch 1/2... Discriminator Loss: 0.5714... Generator Loss: 1.9830 Epoch 1/2... Discriminator Loss: 1.2321... Generator Loss: 0.6064 Epoch 1/2... Discriminator Loss: 1.0869... Generator Loss: 1.7887 Epoch 1/2... Discriminator Loss: 1.2739... Generator Loss: 1.6927 Epoch 1/2... Discriminator Loss: 0.8824... Generator Loss: 1.0932 Epoch 1/2... Discriminator Loss: 1.6425... Generator Loss: 0.3732
Epoch 1/2... Discriminator Loss: 1.2622... Generator Loss: 0.6451 Epoch 1/2... Discriminator Loss: 0.4674... Generator Loss: 2.1896 Epoch 1/2... Discriminator Loss: 2.0742... Generator Loss: 2.3708 Epoch 1/2... Discriminator Loss: 0.7992... Generator Loss: 1.2390 Epoch 1/2... Discriminator Loss: 1.4148... Generator Loss: 0.5608 Epoch 1/2... Discriminator Loss: 1.0680... Generator Loss: 0.7032 Epoch 1/2... Discriminator Loss: 0.5192... Generator Loss: 2.5775 Epoch 1/2... Discriminator Loss: 0.9256... Generator Loss: 0.9906 Epoch 1/2... Discriminator Loss: 1.1529... Generator Loss: 0.7273 Epoch 1/2... Discriminator Loss: 0.8232... Generator Loss: 1.0360
Epoch 1/2... Discriminator Loss: 1.3818... Generator Loss: 0.5744 Epoch 1/2... Discriminator Loss: 1.2510... Generator Loss: 0.6007 Epoch 1/2... Discriminator Loss: 0.9234... Generator Loss: 1.3112 Epoch 1/2... Discriminator Loss: 0.9460... Generator Loss: 1.0757 Epoch 1/2... Discriminator Loss: 1.1864... Generator Loss: 0.6891 Epoch 1/2... Discriminator Loss: 1.0230... Generator Loss: 2.0994 Epoch 1/2... Discriminator Loss: 0.7651... Generator Loss: 1.6126 Epoch 1/2... Discriminator Loss: 1.3671... Generator Loss: 2.0374 Epoch 1/2... Discriminator Loss: 0.7005... Generator Loss: 1.2443 Epoch 1/2... Discriminator Loss: 1.3040... Generator Loss: 0.6471
Epoch 1/2... Discriminator Loss: 0.7470... Generator Loss: 1.3265 Epoch 1/2... Discriminator Loss: 0.5595... Generator Loss: 2.1172 Epoch 1/2... Discriminator Loss: 0.6764... Generator Loss: 2.4072 Epoch 1/2... Discriminator Loss: 0.9511... Generator Loss: 0.9461 Epoch 1/2... Discriminator Loss: 0.9252... Generator Loss: 1.0663 Epoch 1/2... Discriminator Loss: 2.0381... Generator Loss: 3.3256 Epoch 1/2... Discriminator Loss: 0.5936... Generator Loss: 2.6734 Epoch 1/2... Discriminator Loss: 0.5475... Generator Loss: 1.6927 Epoch 1/2... Discriminator Loss: 0.5362... Generator Loss: 2.4341 Epoch 1/2... Discriminator Loss: 0.6757... Generator Loss: 1.4081
Epoch 1/2... Discriminator Loss: 1.4223... Generator Loss: 0.6227 Epoch 1/2... Discriminator Loss: 0.7652... Generator Loss: 1.2864 Epoch 1/2... Discriminator Loss: 1.0082... Generator Loss: 1.1621 Epoch 1/2... Discriminator Loss: 1.1547... Generator Loss: 0.7297 Epoch 1/2... Discriminator Loss: 0.6502... Generator Loss: 1.8152 Epoch 1/2... Discriminator Loss: 0.5023... Generator Loss: 2.5609 Epoch 1/2... Discriminator Loss: 1.0148... Generator Loss: 1.8367 Epoch 1/2... Discriminator Loss: 1.1347... Generator Loss: 1.3424 Epoch 1/2... Discriminator Loss: 0.8789... Generator Loss: 0.9218 Epoch 1/2... Discriminator Loss: 1.0990... Generator Loss: 0.9327
Epoch 1/2... Discriminator Loss: 1.0515... Generator Loss: 1.7964 Epoch 1/2... Discriminator Loss: 0.5858... Generator Loss: 1.5312 Epoch 1/2... Discriminator Loss: 0.7427... Generator Loss: 1.5800 Epoch 1/2... Discriminator Loss: 1.1132... Generator Loss: 0.7021 Epoch 1/2... Discriminator Loss: 1.5055... Generator Loss: 2.0583 Epoch 1/2... Discriminator Loss: 1.7000... Generator Loss: 2.2948 Epoch 1/2... Discriminator Loss: 1.2364... Generator Loss: 0.8740 Epoch 1/2... Discriminator Loss: 0.5981... Generator Loss: 2.8518 Epoch 1/2... Discriminator Loss: 1.2619... Generator Loss: 1.1488 Epoch 1/2... Discriminator Loss: 1.4431... Generator Loss: 0.4586
Epoch 1/2... Discriminator Loss: 0.9175... Generator Loss: 0.9507 Epoch 1/2... Discriminator Loss: 1.5490... Generator Loss: 1.8226 Epoch 1/2... Discriminator Loss: 0.9533... Generator Loss: 1.0633 Epoch 1/2... Discriminator Loss: 0.9753... Generator Loss: 0.7303 Epoch 1/2... Discriminator Loss: 0.9138... Generator Loss: 1.4639 Epoch 1/2... Discriminator Loss: 1.3168... Generator Loss: 0.6079 Epoch 1/2... Discriminator Loss: 0.7850... Generator Loss: 1.1363 Epoch 1/2... Discriminator Loss: 0.5515... Generator Loss: 1.9669 Epoch 1/2... Discriminator Loss: 0.5040... Generator Loss: 2.1544 Epoch 1/2... Discriminator Loss: 0.5749... Generator Loss: 2.4059
Epoch 1/2... Discriminator Loss: 1.0518... Generator Loss: 0.7401 Epoch 1/2... Discriminator Loss: 0.8948... Generator Loss: 2.6122 Epoch 1/2... Discriminator Loss: 0.9457... Generator Loss: 1.9104 Epoch 1/2... Discriminator Loss: 0.7910... Generator Loss: 1.6267 Epoch 1/2... Discriminator Loss: 1.4629... Generator Loss: 2.0475 Epoch 1/2... Discriminator Loss: 0.5162... Generator Loss: 2.0473 Epoch 1/2... Discriminator Loss: 1.2514... Generator Loss: 1.3687 Epoch 1/2... Discriminator Loss: 1.0352... Generator Loss: 1.1864 Epoch 1/2... Discriminator Loss: 1.4837... Generator Loss: 0.5264 Epoch 1/2... Discriminator Loss: 1.5081... Generator Loss: 0.3646
Epoch 1/2... Discriminator Loss: 0.8097... Generator Loss: 1.1040 Epoch 1/2... Discriminator Loss: 0.7082... Generator Loss: 1.2641 Epoch 1/2... Discriminator Loss: 0.7319... Generator Loss: 1.3773 Epoch 1/2... Discriminator Loss: 0.9148... Generator Loss: 1.1191 Epoch 1/2... Discriminator Loss: 1.3647... Generator Loss: 0.5885 Epoch 1/2... Discriminator Loss: 1.3571... Generator Loss: 0.5322 Epoch 1/2... Discriminator Loss: 0.6446... Generator Loss: 1.9157 Epoch 1/2... Discriminator Loss: 0.8953... Generator Loss: 0.9797 Epoch 1/2... Discriminator Loss: 0.9532... Generator Loss: 1.0215 Epoch 1/2... Discriminator Loss: 1.0486... Generator Loss: 1.3596
Epoch 1/2... Discriminator Loss: 1.4267... Generator Loss: 0.4352 Epoch 1/2... Discriminator Loss: 1.6540... Generator Loss: 0.3707 Epoch 1/2... Discriminator Loss: 0.5086... Generator Loss: 2.2762 Epoch 1/2... Discriminator Loss: 1.3905... Generator Loss: 1.6372 Epoch 1/2... Discriminator Loss: 1.2536... Generator Loss: 0.7145 Epoch 1/2... Discriminator Loss: 0.7225... Generator Loss: 1.6687 Epoch 1/2... Discriminator Loss: 1.3931... Generator Loss: 0.5115 Epoch 1/2... Discriminator Loss: 0.5357... Generator Loss: 2.6041 Epoch 1/2... Discriminator Loss: 0.5577... Generator Loss: 2.5893 Epoch 1/2... Discriminator Loss: 0.4974... Generator Loss: 2.7901
Epoch 1/2... Discriminator Loss: 0.9303... Generator Loss: 1.4226 Epoch 1/2... Discriminator Loss: 1.3690... Generator Loss: 1.9343 Epoch 1/2... Discriminator Loss: 0.9537... Generator Loss: 0.8547 Epoch 1/2... Discriminator Loss: 1.4060... Generator Loss: 1.6355 Epoch 1/2... Discriminator Loss: 0.8677... Generator Loss: 1.1123 Epoch 1/2... Discriminator Loss: 0.4979... Generator Loss: 4.1926 Epoch 1/2... Discriminator Loss: 0.7908... Generator Loss: 1.1928 Epoch 1/2... Discriminator Loss: 1.1278... Generator Loss: 0.8660 Epoch 1/2... Discriminator Loss: 0.7989... Generator Loss: 1.2147 Epoch 1/2... Discriminator Loss: 1.1179... Generator Loss: 1.1066
Epoch 1/2... Discriminator Loss: 0.7396... Generator Loss: 1.8806 Epoch 1/2... Discriminator Loss: 1.6258... Generator Loss: 1.7413 Epoch 1/2... Discriminator Loss: 0.6609... Generator Loss: 2.3127 Epoch 1/2... Discriminator Loss: 0.9801... Generator Loss: 0.9401 Epoch 1/2... Discriminator Loss: 0.7405... Generator Loss: 1.9370 Epoch 1/2... Discriminator Loss: 1.3934... Generator Loss: 0.5395 Epoch 1/2... Discriminator Loss: 0.9334... Generator Loss: 0.9267 Epoch 1/2... Discriminator Loss: 1.4405... Generator Loss: 0.5746 Epoch 1/2... Discriminator Loss: 0.5885... Generator Loss: 2.2614 Epoch 1/2... Discriminator Loss: 0.7678... Generator Loss: 1.2494
Epoch 1/2... Discriminator Loss: 1.2339... Generator Loss: 0.6465 Epoch 1/2... Discriminator Loss: 0.9128... Generator Loss: 1.1168 Epoch 1/2... Discriminator Loss: 1.3264... Generator Loss: 0.8289 Epoch 1/2... Discriminator Loss: 1.1947... Generator Loss: 0.6532 Epoch 1/2... Discriminator Loss: 0.9962... Generator Loss: 1.0854 Epoch 1/2... Discriminator Loss: 0.5415... Generator Loss: 1.8713 Epoch 1/2... Discriminator Loss: 1.0737... Generator Loss: 2.4238 Epoch 1/2... Discriminator Loss: 1.2127... Generator Loss: 0.6490 Epoch 1/2... Discriminator Loss: 0.7023... Generator Loss: 1.2844 Epoch 1/2... Discriminator Loss: 1.0235... Generator Loss: 1.1347
Epoch 1/2... Discriminator Loss: 1.5310... Generator Loss: 0.5082 Epoch 1/2... Discriminator Loss: 0.6898... Generator Loss: 1.2347 Epoch 1/2... Discriminator Loss: 1.1603... Generator Loss: 0.6643 Epoch 1/2... Discriminator Loss: 1.4475... Generator Loss: 0.4876 Epoch 1/2... Discriminator Loss: 0.7319... Generator Loss: 1.5756 Epoch 1/2... Discriminator Loss: 1.5881... Generator Loss: 0.3656 Epoch 1/2... Discriminator Loss: 1.2764... Generator Loss: 1.6983 Epoch 1/2... Discriminator Loss: 1.5829... Generator Loss: 0.4825 Epoch 1/2... Discriminator Loss: 0.4790... Generator Loss: 2.6511 Epoch 1/2... Discriminator Loss: 0.8672... Generator Loss: 1.7082
Epoch 1/2... Discriminator Loss: 1.5282... Generator Loss: 0.4073 Epoch 1/2... Discriminator Loss: 0.5541... Generator Loss: 1.8005 Epoch 1/2... Discriminator Loss: 1.4648... Generator Loss: 0.5169 Epoch 1/2... Discriminator Loss: 0.9449... Generator Loss: 1.0445 Epoch 1/2... Discriminator Loss: 1.2006... Generator Loss: 0.7638 Epoch 1/2... Discriminator Loss: 0.7152... Generator Loss: 1.5117 Epoch 1/2... Discriminator Loss: 0.7865... Generator Loss: 1.1723 Epoch 1/2... Discriminator Loss: 0.9729... Generator Loss: 0.9011 Epoch 1/2... Discriminator Loss: 0.6884... Generator Loss: 1.6358 Epoch 1/2... Discriminator Loss: 0.7883... Generator Loss: 1.1929
Epoch 1/2... Discriminator Loss: 1.1359... Generator Loss: 0.7566 Epoch 1/2... Discriminator Loss: 0.8603... Generator Loss: 1.0240 Epoch 1/2... Discriminator Loss: 0.7893... Generator Loss: 1.3239 Epoch 1/2... Discriminator Loss: 1.5601... Generator Loss: 0.3859 Epoch 1/2... Discriminator Loss: 0.9923... Generator Loss: 1.0241 Epoch 1/2... Discriminator Loss: 1.2820... Generator Loss: 1.0881 Epoch 1/2... Discriminator Loss: 1.1221... Generator Loss: 0.7462 Epoch 1/2... Discriminator Loss: 0.6058... Generator Loss: 1.6066 Epoch 1/2... Discriminator Loss: 1.0316... Generator Loss: 0.6691 Epoch 1/2... Discriminator Loss: 0.7784... Generator Loss: 1.0501
Epoch 1/2... Discriminator Loss: 0.7009... Generator Loss: 2.6066 Epoch 1/2... Discriminator Loss: 1.0343... Generator Loss: 0.9518 Epoch 1/2... Discriminator Loss: 1.1971... Generator Loss: 0.9187 Epoch 1/2... Discriminator Loss: 0.8161... Generator Loss: 2.4979 Epoch 1/2... Discriminator Loss: 0.7652... Generator Loss: 1.8662 Epoch 1/2... Discriminator Loss: 1.1796... Generator Loss: 0.7587 Epoch 1/2... Discriminator Loss: 0.9064... Generator Loss: 1.0025 Epoch 1/2... Discriminator Loss: 0.7952... Generator Loss: 1.4129 Epoch 1/2... Discriminator Loss: 0.9328... Generator Loss: 1.1911 Epoch 1/2... Discriminator Loss: 1.1419... Generator Loss: 0.9166
Epoch 1/2... Discriminator Loss: 0.8264... Generator Loss: 1.9940 Epoch 1/2... Discriminator Loss: 1.1585... Generator Loss: 1.1576 Epoch 1/2... Discriminator Loss: 0.5679... Generator Loss: 2.0832 Epoch 2/2... Discriminator Loss: 1.3960... Generator Loss: 0.4964 Epoch 2/2... Discriminator Loss: 1.4939... Generator Loss: 0.4944 Epoch 2/2... Discriminator Loss: 0.8476... Generator Loss: 1.2565 Epoch 2/2... Discriminator Loss: 0.9182... Generator Loss: 1.0889 Epoch 2/2... Discriminator Loss: 0.8495... Generator Loss: 0.9598 Epoch 2/2... Discriminator Loss: 1.1264... Generator Loss: 1.6455 Epoch 2/2... Discriminator Loss: 0.8021... Generator Loss: 1.1018
Epoch 2/2... Discriminator Loss: 0.4381... Generator Loss: 3.1953 Epoch 2/2... Discriminator Loss: 0.9153... Generator Loss: 1.0112 Epoch 2/2... Discriminator Loss: 0.8471... Generator Loss: 1.7293 Epoch 2/2... Discriminator Loss: 1.1006... Generator Loss: 0.8015 Epoch 2/2... Discriminator Loss: 1.0820... Generator Loss: 2.4263 Epoch 2/2... Discriminator Loss: 0.5090... Generator Loss: 1.9352 Epoch 2/2... Discriminator Loss: 1.7218... Generator Loss: 0.3635 Epoch 2/2... Discriminator Loss: 0.6564... Generator Loss: 1.6172 Epoch 2/2... Discriminator Loss: 1.3978... Generator Loss: 0.4492 Epoch 2/2... Discriminator Loss: 0.7215... Generator Loss: 1.3016
Epoch 2/2... Discriminator Loss: 0.7562... Generator Loss: 1.2729 Epoch 2/2... Discriminator Loss: 0.5934... Generator Loss: 1.8162 Epoch 2/2... Discriminator Loss: 0.8971... Generator Loss: 2.4886 Epoch 2/2... Discriminator Loss: 1.2160... Generator Loss: 1.3949 Epoch 2/2... Discriminator Loss: 0.7029... Generator Loss: 1.3863 Epoch 2/2... Discriminator Loss: 1.1647... Generator Loss: 2.0503 Epoch 2/2... Discriminator Loss: 1.1228... Generator Loss: 1.2099 Epoch 2/2... Discriminator Loss: 0.9503... Generator Loss: 1.0367 Epoch 2/2... Discriminator Loss: 0.9945... Generator Loss: 1.0565 Epoch 2/2... Discriminator Loss: 0.7832... Generator Loss: 1.1742
Epoch 2/2... Discriminator Loss: 0.5530... Generator Loss: 2.3660 Epoch 2/2... Discriminator Loss: 0.9365... Generator Loss: 1.1996 Epoch 2/2... Discriminator Loss: 0.7440... Generator Loss: 1.9216 Epoch 2/2... Discriminator Loss: 1.2003... Generator Loss: 0.8127 Epoch 2/2... Discriminator Loss: 0.7923... Generator Loss: 1.1844 Epoch 2/2... Discriminator Loss: 1.2432... Generator Loss: 1.4715 Epoch 2/2... Discriminator Loss: 1.0670... Generator Loss: 0.9602 Epoch 2/2... Discriminator Loss: 1.6226... Generator Loss: 2.3196 Epoch 2/2... Discriminator Loss: 0.8681... Generator Loss: 1.1702 Epoch 2/2... Discriminator Loss: 1.9596... Generator Loss: 1.9991
Epoch 2/2... Discriminator Loss: 1.2860... Generator Loss: 0.6760 Epoch 2/2... Discriminator Loss: 1.0835... Generator Loss: 0.7782 Epoch 2/2... Discriminator Loss: 1.2574... Generator Loss: 0.6791 Epoch 2/2... Discriminator Loss: 1.1085... Generator Loss: 1.5737 Epoch 2/2... Discriminator Loss: 1.3263... Generator Loss: 0.5519 Epoch 2/2... Discriminator Loss: 0.9241... Generator Loss: 1.0987 Epoch 2/2... Discriminator Loss: 1.7788... Generator Loss: 0.3750 Epoch 2/2... Discriminator Loss: 0.8660... Generator Loss: 1.0445 Epoch 2/2... Discriminator Loss: 1.1906... Generator Loss: 0.7596 Epoch 2/2... Discriminator Loss: 1.2481... Generator Loss: 0.5895
Epoch 2/2... Discriminator Loss: 0.9586... Generator Loss: 0.8607 Epoch 2/2... Discriminator Loss: 1.4369... Generator Loss: 0.4189 Epoch 2/2... Discriminator Loss: 1.4075... Generator Loss: 0.5549 Epoch 2/2... Discriminator Loss: 0.8088... Generator Loss: 2.5252 Epoch 2/2... Discriminator Loss: 1.3434... Generator Loss: 0.5896 Epoch 2/2... Discriminator Loss: 0.7534... Generator Loss: 1.7654 Epoch 2/2... Discriminator Loss: 1.1201... Generator Loss: 1.2762 Epoch 2/2... Discriminator Loss: 0.7163... Generator Loss: 1.2432 Epoch 2/2... Discriminator Loss: 1.3604... Generator Loss: 0.5891 Epoch 2/2... Discriminator Loss: 0.7148... Generator Loss: 2.8759
Epoch 2/2... Discriminator Loss: 0.8491... Generator Loss: 0.9220 Epoch 2/2... Discriminator Loss: 1.4512... Generator Loss: 0.4870 Epoch 2/2... Discriminator Loss: 0.9749... Generator Loss: 0.7998 Epoch 2/2... Discriminator Loss: 1.5305... Generator Loss: 0.5190 Epoch 2/2... Discriminator Loss: 1.3204... Generator Loss: 0.5601 Epoch 2/2... Discriminator Loss: 0.5689... Generator Loss: 2.0413 Epoch 2/2... Discriminator Loss: 0.4013... Generator Loss: 3.0270 Epoch 2/2... Discriminator Loss: 0.4073... Generator Loss: 2.9843 Epoch 2/2... Discriminator Loss: 0.4530... Generator Loss: 2.3924 Epoch 2/2... Discriminator Loss: 0.5405... Generator Loss: 1.9252
Epoch 2/2... Discriminator Loss: 0.4110... Generator Loss: 3.1299 Epoch 2/2... Discriminator Loss: 0.3696... Generator Loss: 4.9236 Epoch 2/2... Discriminator Loss: 1.8381... Generator Loss: 0.2998 Epoch 2/2... Discriminator Loss: 0.3955... Generator Loss: 3.8851 Epoch 2/2... Discriminator Loss: 0.7156... Generator Loss: 1.1735 Epoch 2/2... Discriminator Loss: 0.3975... Generator Loss: 3.7059 Epoch 2/2... Discriminator Loss: 0.4977... Generator Loss: 2.1780 Epoch 2/2... Discriminator Loss: 0.5065... Generator Loss: 2.2988 Epoch 2/2... Discriminator Loss: 0.5276... Generator Loss: 2.3666 Epoch 2/2... Discriminator Loss: 1.2425... Generator Loss: 0.6192
Epoch 2/2... Discriminator Loss: 1.1474... Generator Loss: 1.4877 Epoch 2/2... Discriminator Loss: 0.8754... Generator Loss: 1.3917 Epoch 2/2... Discriminator Loss: 0.8922... Generator Loss: 2.2277 Epoch 2/2... Discriminator Loss: 0.7857... Generator Loss: 1.4259 Epoch 2/2... Discriminator Loss: 0.8454... Generator Loss: 1.0901 Epoch 2/2... Discriminator Loss: 1.1037... Generator Loss: 1.0153 Epoch 2/2... Discriminator Loss: 1.0512... Generator Loss: 1.4182 Epoch 2/2... Discriminator Loss: 0.8195... Generator Loss: 1.1351 Epoch 2/2... Discriminator Loss: 1.2602... Generator Loss: 1.1646 Epoch 2/2... Discriminator Loss: 1.4103... Generator Loss: 0.4160
Epoch 2/2... Discriminator Loss: 0.9943... Generator Loss: 0.7444 Epoch 2/2... Discriminator Loss: 0.8390... Generator Loss: 0.9018 Epoch 2/2... Discriminator Loss: 0.9824... Generator Loss: 1.2382
--------------------------------------------------------------------------- KeyboardInterrupt Traceback (most recent call last) <ipython-input-15-5cbb644ce335> in <module>() 13 with tf.Graph().as_default(): 14 train(epochs, batch_size, z_dim, learning_rate, beta1, celeba_dataset.get_batches, ---> 15 celeba_dataset.shape, celeba_dataset.image_mode) <ipython-input-12-4b1f60ed9590> in train(epoch_count, batch_size, z_dim, learning_rate, beta1, get_batches, data_shape, data_image_mode) 32 33 _ = sess.run(d_train, feed_dict={input_real: batch_images, input_z: batch_z, lr: learning_rate}) ---> 34 _ = sess.run(g_train, feed_dict={input_real: batch_images, input_z: batch_z, lr:learning_rate}) 35 36 /opt/conda/lib/python3.6/site-packages/tensorflow/python/client/session.py in run(self, fetches, feed_dict, options, run_metadata) 893 try: 894 result = self._run(None, fetches, feed_dict, options_ptr, --> 895 run_metadata_ptr) 896 if run_metadata: 897 proto_data = tf_session.TF_GetBuffer(run_metadata_ptr) /opt/conda/lib/python3.6/site-packages/tensorflow/python/client/session.py in _run(self, handle, fetches, feed_dict, options, run_metadata) 1122 if final_fetches or final_targets or (handle and feed_dict_tensor): 1123 results = self._do_run(handle, final_targets, final_fetches, -> 1124 feed_dict_tensor, options, run_metadata) 1125 else: 1126 results = [] /opt/conda/lib/python3.6/site-packages/tensorflow/python/client/session.py in _do_run(self, handle, target_list, fetch_list, feed_dict, options, run_metadata) 1319 if handle is None: 1320 return self._do_call(_run_fn, self._session, feeds, fetches, targets, -> 1321 options, run_metadata) 1322 else: 1323 return self._do_call(_prun_fn, self._session, handle, feeds, fetches) /opt/conda/lib/python3.6/site-packages/tensorflow/python/client/session.py in _do_call(self, fn, *args) 1325 def _do_call(self, fn, *args): 1326 try: -> 1327 return fn(*args) 1328 except errors.OpError as e: 1329 message = compat.as_text(e.message) /opt/conda/lib/python3.6/site-packages/tensorflow/python/client/session.py in _run_fn(session, feed_dict, fetch_list, target_list, options, run_metadata) 1304 return tf_session.TF_Run(session, options, 1305 feed_dict, fetch_list, target_list, -> 1306 status, run_metadata) 1307 1308 def _prun_fn(session, handle, feed_dict, fetch_list): KeyboardInterrupt:
batch_size = 32
z_dim = 100
learning_rate = 0.001
beta1 = 0.2
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 2
celeba_dataset = helper.Dataset('celeba', glob(os.path.join(data_dir, 'img_align_celeba/*.jpg')))
with tf.Graph().as_default():
train(epochs, batch_size, z_dim, learning_rate, beta1, celeba_dataset.get_batches,
celeba_dataset.shape, celeba_dataset.image_mode)
Epoch 1/2... Discriminator Loss: 1.7179... Generator Loss: 26.4269 Epoch 1/2... Discriminator Loss: 0.9482... Generator Loss: 4.0883 Epoch 1/2... Discriminator Loss: 1.0483... Generator Loss: 1.3689 Epoch 1/2... Discriminator Loss: 2.6138... Generator Loss: 0.1459 Epoch 1/2... Discriminator Loss: 3.1652... Generator Loss: 0.0748 Epoch 1/2... Discriminator Loss: 1.7501... Generator Loss: 0.4773 Epoch 1/2... Discriminator Loss: 3.3167... Generator Loss: 0.0693 Epoch 1/2... Discriminator Loss: 0.5805... Generator Loss: 2.9984 Epoch 1/2... Discriminator Loss: 0.9405... Generator Loss: 2.3544 Epoch 1/2... Discriminator Loss: 1.5017... Generator Loss: 3.0239
Epoch 1/2... Discriminator Loss: 2.4269... Generator Loss: 0.2024 Epoch 1/2... Discriminator Loss: 1.0705... Generator Loss: 0.9655 Epoch 1/2... Discriminator Loss: 2.1408... Generator Loss: 0.2527 Epoch 1/2... Discriminator Loss: 0.8613... Generator Loss: 1.5097 Epoch 1/2... Discriminator Loss: 1.2212... Generator Loss: 1.1845 Epoch 1/2... Discriminator Loss: 1.4923... Generator Loss: 2.1164 Epoch 1/2... Discriminator Loss: 1.3272... Generator Loss: 0.7777 Epoch 1/2... Discriminator Loss: 1.1602... Generator Loss: 0.8632 Epoch 1/2... Discriminator Loss: 1.5221... Generator Loss: 0.4658 Epoch 1/2... Discriminator Loss: 1.5327... Generator Loss: 0.9846
Epoch 1/2... Discriminator Loss: 1.0118... Generator Loss: 0.9811 Epoch 1/2... Discriminator Loss: 1.6099... Generator Loss: 0.7824 Epoch 1/2... Discriminator Loss: 2.6191... Generator Loss: 0.1110 Epoch 1/2... Discriminator Loss: 1.4571... Generator Loss: 0.7620 Epoch 1/2... Discriminator Loss: 1.4411... Generator Loss: 0.7429 Epoch 1/2... Discriminator Loss: 1.2356... Generator Loss: 1.5294 Epoch 1/2... Discriminator Loss: 1.6053... Generator Loss: 0.4331 Epoch 1/2... Discriminator Loss: 1.3044... Generator Loss: 0.9896 Epoch 1/2... Discriminator Loss: 2.5426... Generator Loss: 0.1547 Epoch 1/2... Discriminator Loss: 1.5777... Generator Loss: 0.8271
Epoch 1/2... Discriminator Loss: 1.3850... Generator Loss: 0.8445 Epoch 1/2... Discriminator Loss: 1.2311... Generator Loss: 0.8114 Epoch 1/2... Discriminator Loss: 1.4686... Generator Loss: 1.0981 Epoch 1/2... Discriminator Loss: 1.3555... Generator Loss: 0.9314 Epoch 1/2... Discriminator Loss: 1.5281... Generator Loss: 0.5026 Epoch 1/2... Discriminator Loss: 1.0037... Generator Loss: 0.8586 Epoch 1/2... Discriminator Loss: 1.6165... Generator Loss: 0.6323 Epoch 1/2... Discriminator Loss: 1.4235... Generator Loss: 0.6514 Epoch 1/2... Discriminator Loss: 1.2969... Generator Loss: 0.7998 Epoch 1/2... Discriminator Loss: 1.3335... Generator Loss: 0.9500
Epoch 1/2... Discriminator Loss: 1.2750... Generator Loss: 0.7721 Epoch 1/2... Discriminator Loss: 1.4433... Generator Loss: 0.5790 Epoch 1/2... Discriminator Loss: 1.5728... Generator Loss: 0.4872 Epoch 1/2... Discriminator Loss: 1.6497... Generator Loss: 0.4639 Epoch 1/2... Discriminator Loss: 1.1213... Generator Loss: 0.9014 Epoch 1/2... Discriminator Loss: 1.4079... Generator Loss: 0.6961 Epoch 1/2... Discriminator Loss: 1.2629... Generator Loss: 0.8848 Epoch 1/2... Discriminator Loss: 1.2094... Generator Loss: 1.1568 Epoch 1/2... Discriminator Loss: 1.3540... Generator Loss: 0.8882 Epoch 1/2... Discriminator Loss: 1.4936... Generator Loss: 1.0978
Epoch 1/2... Discriminator Loss: 1.4912... Generator Loss: 0.6236 Epoch 1/2... Discriminator Loss: 1.4861... Generator Loss: 0.5427 Epoch 1/2... Discriminator Loss: 1.3876... Generator Loss: 1.1897 Epoch 1/2... Discriminator Loss: 1.5223... Generator Loss: 0.6986 Epoch 1/2... Discriminator Loss: 1.1881... Generator Loss: 1.0448 Epoch 1/2... Discriminator Loss: 2.1608... Generator Loss: 2.2534 Epoch 1/2... Discriminator Loss: 1.4331... Generator Loss: 0.9134 Epoch 1/2... Discriminator Loss: 1.7085... Generator Loss: 1.4877 Epoch 1/2... Discriminator Loss: 1.2545... Generator Loss: 0.8572 Epoch 1/2... Discriminator Loss: 1.3980... Generator Loss: 0.7508
Epoch 1/2... Discriminator Loss: 1.3159... Generator Loss: 0.5197 Epoch 1/2... Discriminator Loss: 1.3346... Generator Loss: 0.6377 Epoch 1/2... Discriminator Loss: 1.3013... Generator Loss: 0.6229 Epoch 1/2... Discriminator Loss: 1.4351... Generator Loss: 0.8761 Epoch 1/2... Discriminator Loss: 1.5480... Generator Loss: 0.4092 Epoch 1/2... Discriminator Loss: 1.1904... Generator Loss: 0.7526 Epoch 1/2... Discriminator Loss: 1.5130... Generator Loss: 0.6242 Epoch 1/2... Discriminator Loss: 1.2769... Generator Loss: 0.9752 Epoch 1/2... Discriminator Loss: 1.3304... Generator Loss: 0.9878 Epoch 1/2... Discriminator Loss: 1.4335... Generator Loss: 0.5215
Epoch 1/2... Discriminator Loss: 1.2633... Generator Loss: 0.7538 Epoch 1/2... Discriminator Loss: 1.1123... Generator Loss: 0.8638 Epoch 1/2... Discriminator Loss: 1.1216... Generator Loss: 1.2804 Epoch 1/2... Discriminator Loss: 1.4464... Generator Loss: 0.9294 Epoch 1/2... Discriminator Loss: 1.4414... Generator Loss: 1.3500 Epoch 1/2... Discriminator Loss: 1.3563... Generator Loss: 0.6279 Epoch 1/2... Discriminator Loss: 1.3439... Generator Loss: 0.8668 Epoch 1/2... Discriminator Loss: 1.0186... Generator Loss: 1.1933 Epoch 1/2... Discriminator Loss: 1.3569... Generator Loss: 0.8958 Epoch 1/2... Discriminator Loss: 1.4364... Generator Loss: 0.7126
Epoch 1/2... Discriminator Loss: 1.2944... Generator Loss: 0.9423 Epoch 1/2... Discriminator Loss: 1.3559... Generator Loss: 0.6481 Epoch 1/2... Discriminator Loss: 1.5721... Generator Loss: 0.5008 Epoch 1/2... Discriminator Loss: 0.8045... Generator Loss: 1.0043 Epoch 1/2... Discriminator Loss: 1.2762... Generator Loss: 1.3375 Epoch 1/2... Discriminator Loss: 1.4631... Generator Loss: 0.7320 Epoch 1/2... Discriminator Loss: 1.2009... Generator Loss: 0.9841 Epoch 1/2... Discriminator Loss: 1.3610... Generator Loss: 0.6881 Epoch 1/2... Discriminator Loss: 1.3655... Generator Loss: 0.8642 Epoch 1/2... Discriminator Loss: 1.4923... Generator Loss: 0.8685
Epoch 1/2... Discriminator Loss: 1.2658... Generator Loss: 0.8729 Epoch 1/2... Discriminator Loss: 1.2643... Generator Loss: 0.6846 Epoch 1/2... Discriminator Loss: 1.0116... Generator Loss: 0.8599 Epoch 1/2... Discriminator Loss: 1.3315... Generator Loss: 0.8003 Epoch 1/2... Discriminator Loss: 1.2836... Generator Loss: 0.5822 Epoch 1/2... Discriminator Loss: 1.4052... Generator Loss: 0.9255 Epoch 1/2... Discriminator Loss: 1.3386... Generator Loss: 0.8951 Epoch 1/2... Discriminator Loss: 1.2997... Generator Loss: 1.4690 Epoch 1/2... Discriminator Loss: 1.4955... Generator Loss: 0.7367 Epoch 1/2... Discriminator Loss: 1.3541... Generator Loss: 1.0692
Epoch 1/2... Discriminator Loss: 1.5306... Generator Loss: 0.6940 Epoch 1/2... Discriminator Loss: 1.4188... Generator Loss: 0.7934 Epoch 1/2... Discriminator Loss: 1.2491... Generator Loss: 0.7118 Epoch 1/2... Discriminator Loss: 1.4177... Generator Loss: 0.6819 Epoch 1/2... Discriminator Loss: 1.3592... Generator Loss: 0.8521 Epoch 1/2... Discriminator Loss: 1.4699... Generator Loss: 0.7334 Epoch 1/2... Discriminator Loss: 1.3373... Generator Loss: 0.6923 Epoch 1/2... Discriminator Loss: 1.3459... Generator Loss: 0.8872 Epoch 1/2... Discriminator Loss: 1.9190... Generator Loss: 1.4599 Epoch 1/2... Discriminator Loss: 1.4282... Generator Loss: 0.8876
Epoch 1/2... Discriminator Loss: 1.4507... Generator Loss: 0.4870 Epoch 1/2... Discriminator Loss: 1.3698... Generator Loss: 0.7397 Epoch 1/2... Discriminator Loss: 1.4693... Generator Loss: 0.5857 Epoch 1/2... Discriminator Loss: 1.3798... Generator Loss: 0.8920 Epoch 1/2... Discriminator Loss: 1.4875... Generator Loss: 0.5875 Epoch 1/2... Discriminator Loss: 1.4352... Generator Loss: 0.7171 Epoch 1/2... Discriminator Loss: 1.4760... Generator Loss: 0.8305 Epoch 1/2... Discriminator Loss: 1.7749... Generator Loss: 0.3547 Epoch 1/2... Discriminator Loss: 1.6146... Generator Loss: 1.5258 Epoch 1/2... Discriminator Loss: 1.5060... Generator Loss: 0.6582
Epoch 1/2... Discriminator Loss: 1.3429... Generator Loss: 0.6468 Epoch 1/2... Discriminator Loss: 1.4291... Generator Loss: 0.7580 Epoch 1/2... Discriminator Loss: 1.2461... Generator Loss: 1.2369 Epoch 1/2... Discriminator Loss: 1.3948... Generator Loss: 0.6154 Epoch 1/2... Discriminator Loss: 1.4636... Generator Loss: 0.7024 Epoch 1/2... Discriminator Loss: 1.3889... Generator Loss: 0.7372 Epoch 1/2... Discriminator Loss: 1.5104... Generator Loss: 0.6290 Epoch 1/2... Discriminator Loss: 1.4207... Generator Loss: 0.7624 Epoch 1/2... Discriminator Loss: 1.4014... Generator Loss: 0.7234 Epoch 1/2... Discriminator Loss: 1.3073... Generator Loss: 1.0107
Epoch 1/2... Discriminator Loss: 1.4817... Generator Loss: 0.7464 Epoch 1/2... Discriminator Loss: 1.3499... Generator Loss: 0.7771 Epoch 1/2... Discriminator Loss: 1.2524... Generator Loss: 0.6121 Epoch 1/2... Discriminator Loss: 1.3893... Generator Loss: 0.8403 Epoch 1/2... Discriminator Loss: 1.3101... Generator Loss: 0.8813 Epoch 1/2... Discriminator Loss: 1.3798... Generator Loss: 0.6509 Epoch 1/2... Discriminator Loss: 1.3786... Generator Loss: 0.6161 Epoch 1/2... Discriminator Loss: 1.3676... Generator Loss: 0.8161 Epoch 1/2... Discriminator Loss: 1.4076... Generator Loss: 0.6723 Epoch 1/2... Discriminator Loss: 1.3450... Generator Loss: 0.6274
Epoch 1/2... Discriminator Loss: 2.0081... Generator Loss: 0.2263 Epoch 1/2... Discriminator Loss: 1.4821... Generator Loss: 0.7497 Epoch 1/2... Discriminator Loss: 1.4999... Generator Loss: 0.7294 Epoch 1/2... Discriminator Loss: 1.3678... Generator Loss: 0.6135 Epoch 1/2... Discriminator Loss: 1.1118... Generator Loss: 0.7105 Epoch 1/2... Discriminator Loss: 1.4231... Generator Loss: 0.8516 Epoch 1/2... Discriminator Loss: 1.4060... Generator Loss: 0.7126 Epoch 1/2... Discriminator Loss: 1.3784... Generator Loss: 0.9035 Epoch 1/2... Discriminator Loss: 1.3146... Generator Loss: 0.7525 Epoch 1/2... Discriminator Loss: 1.4008... Generator Loss: 0.8422
Epoch 1/2... Discriminator Loss: 1.3354... Generator Loss: 0.8021 Epoch 1/2... Discriminator Loss: 1.3024... Generator Loss: 0.8551 Epoch 1/2... Discriminator Loss: 1.4217... Generator Loss: 0.8071 Epoch 1/2... Discriminator Loss: 1.3230... Generator Loss: 0.6786 Epoch 1/2... Discriminator Loss: 1.4886... Generator Loss: 0.5887 Epoch 1/2... Discriminator Loss: 1.4105... Generator Loss: 0.5666 Epoch 1/2... Discriminator Loss: 1.2290... Generator Loss: 0.9880 Epoch 1/2... Discriminator Loss: 1.4888... Generator Loss: 0.4505 Epoch 1/2... Discriminator Loss: 1.3590... Generator Loss: 0.5898 Epoch 1/2... Discriminator Loss: 1.4147... Generator Loss: 0.7589
Epoch 1/2... Discriminator Loss: 1.3246... Generator Loss: 0.9977 Epoch 1/2... Discriminator Loss: 1.4133... Generator Loss: 1.0527 Epoch 1/2... Discriminator Loss: 1.4177... Generator Loss: 0.9738 Epoch 1/2... Discriminator Loss: 1.5432... Generator Loss: 1.0183 Epoch 1/2... Discriminator Loss: 1.3545... Generator Loss: 0.7878 Epoch 1/2... Discriminator Loss: 1.3384... Generator Loss: 0.8651 Epoch 1/2... Discriminator Loss: 1.4368... Generator Loss: 0.6409 Epoch 1/2... Discriminator Loss: 1.3997... Generator Loss: 0.7509 Epoch 1/2... Discriminator Loss: 1.2795... Generator Loss: 0.7677 Epoch 1/2... Discriminator Loss: 1.3656... Generator Loss: 0.7993
Epoch 1/2... Discriminator Loss: 1.2415... Generator Loss: 1.0587 Epoch 1/2... Discriminator Loss: 1.2792... Generator Loss: 0.9345 Epoch 1/2... Discriminator Loss: 1.3963... Generator Loss: 0.7237 Epoch 1/2... Discriminator Loss: 1.4159... Generator Loss: 0.7491 Epoch 1/2... Discriminator Loss: 1.4496... Generator Loss: 0.9064 Epoch 1/2... Discriminator Loss: 1.4389... Generator Loss: 0.8746 Epoch 1/2... Discriminator Loss: 1.3189... Generator Loss: 0.7891 Epoch 1/2... Discriminator Loss: 1.4226... Generator Loss: 0.9176 Epoch 1/2... Discriminator Loss: 1.2742... Generator Loss: 0.8705 Epoch 1/2... Discriminator Loss: 1.2992... Generator Loss: 0.6625
Epoch 1/2... Discriminator Loss: 1.4119... Generator Loss: 1.0366 Epoch 1/2... Discriminator Loss: 1.4047... Generator Loss: 0.7753 Epoch 1/2... Discriminator Loss: 1.3575... Generator Loss: 0.6294 Epoch 1/2... Discriminator Loss: 1.5905... Generator Loss: 1.4452 Epoch 1/2... Discriminator Loss: 1.3970... Generator Loss: 0.7998 Epoch 1/2... Discriminator Loss: 1.4083... Generator Loss: 0.6696 Epoch 1/2... Discriminator Loss: 1.3250... Generator Loss: 0.7547 Epoch 1/2... Discriminator Loss: 1.4005... Generator Loss: 0.6811 Epoch 1/2... Discriminator Loss: 1.3611... Generator Loss: 1.1417 Epoch 1/2... Discriminator Loss: 1.4270... Generator Loss: 0.9293
Epoch 1/2... Discriminator Loss: 1.2725... Generator Loss: 0.8470 Epoch 1/2... Discriminator Loss: 1.3834... Generator Loss: 0.6354 Epoch 1/2... Discriminator Loss: 1.3790... Generator Loss: 0.7132 Epoch 1/2... Discriminator Loss: 1.4828... Generator Loss: 0.5456 Epoch 1/2... Discriminator Loss: 1.5191... Generator Loss: 1.2349 Epoch 1/2... Discriminator Loss: 1.3052... Generator Loss: 0.7035 Epoch 1/2... Discriminator Loss: 1.2767... Generator Loss: 0.8026 Epoch 1/2... Discriminator Loss: 1.4007... Generator Loss: 0.8115 Epoch 1/2... Discriminator Loss: 1.2696... Generator Loss: 0.8584 Epoch 1/2... Discriminator Loss: 1.4630... Generator Loss: 0.6517
Epoch 1/2... Discriminator Loss: 1.4204... Generator Loss: 0.7599 Epoch 1/2... Discriminator Loss: 1.3243... Generator Loss: 0.7961 Epoch 1/2... Discriminator Loss: 1.3355... Generator Loss: 0.7806 Epoch 1/2... Discriminator Loss: 1.3739... Generator Loss: 0.8279 Epoch 1/2... Discriminator Loss: 1.4780... Generator Loss: 1.2277 Epoch 1/2... Discriminator Loss: 1.3429... Generator Loss: 1.2293 Epoch 1/2... Discriminator Loss: 1.4407... Generator Loss: 0.4861 Epoch 1/2... Discriminator Loss: 1.3972... Generator Loss: 0.9521 Epoch 1/2... Discriminator Loss: 1.4701... Generator Loss: 0.5492 Epoch 1/2... Discriminator Loss: 1.2992... Generator Loss: 0.8723
Epoch 1/2... Discriminator Loss: 1.3686... Generator Loss: 0.8359 Epoch 1/2... Discriminator Loss: 1.4636... Generator Loss: 1.0045 Epoch 1/2... Discriminator Loss: 1.5901... Generator Loss: 0.4297 Epoch 1/2... Discriminator Loss: 1.2782... Generator Loss: 0.9489 Epoch 1/2... Discriminator Loss: 1.3958... Generator Loss: 0.8578 Epoch 1/2... Discriminator Loss: 1.4471... Generator Loss: 0.8767 Epoch 1/2... Discriminator Loss: 1.4953... Generator Loss: 1.2162 Epoch 1/2... Discriminator Loss: 1.2735... Generator Loss: 0.8571 Epoch 1/2... Discriminator Loss: 1.4148... Generator Loss: 0.7394 Epoch 1/2... Discriminator Loss: 1.3593... Generator Loss: 0.9217
Epoch 1/2... Discriminator Loss: 1.3663... Generator Loss: 0.8125 Epoch 1/2... Discriminator Loss: 1.4656... Generator Loss: 0.6453 Epoch 1/2... Discriminator Loss: 1.3773... Generator Loss: 0.9061 Epoch 1/2... Discriminator Loss: 1.3954... Generator Loss: 0.8585 Epoch 1/2... Discriminator Loss: 1.3959... Generator Loss: 0.7083 Epoch 1/2... Discriminator Loss: 1.3909... Generator Loss: 0.7741 Epoch 1/2... Discriminator Loss: 1.3751... Generator Loss: 0.8228 Epoch 1/2... Discriminator Loss: 1.4175... Generator Loss: 0.6218 Epoch 1/2... Discriminator Loss: 1.3708... Generator Loss: 0.7499 Epoch 1/2... Discriminator Loss: 1.3771... Generator Loss: 0.6663
Epoch 1/2... Discriminator Loss: 1.3895... Generator Loss: 0.7679 Epoch 1/2... Discriminator Loss: 1.4138... Generator Loss: 0.7619 Epoch 1/2... Discriminator Loss: 1.4077... Generator Loss: 0.7208 Epoch 1/2... Discriminator Loss: 1.4626... Generator Loss: 0.5938 Epoch 1/2... Discriminator Loss: 1.3473... Generator Loss: 0.7042 Epoch 1/2... Discriminator Loss: 1.4147... Generator Loss: 0.7235 Epoch 1/2... Discriminator Loss: 1.3490... Generator Loss: 0.7020 Epoch 1/2... Discriminator Loss: 1.3669... Generator Loss: 0.9731 Epoch 1/2... Discriminator Loss: 1.4060... Generator Loss: 0.7343 Epoch 1/2... Discriminator Loss: 1.3416... Generator Loss: 0.5744
Epoch 1/2... Discriminator Loss: 1.4420... Generator Loss: 0.8777 Epoch 1/2... Discriminator Loss: 1.3571... Generator Loss: 0.6857 Epoch 1/2... Discriminator Loss: 1.2954... Generator Loss: 0.8217 Epoch 1/2... Discriminator Loss: 1.3376... Generator Loss: 1.0416 Epoch 1/2... Discriminator Loss: 1.3698... Generator Loss: 0.7015 Epoch 1/2... Discriminator Loss: 1.4230... Generator Loss: 0.5006 Epoch 1/2... Discriminator Loss: 1.3227... Generator Loss: 0.6873 Epoch 1/2... Discriminator Loss: 1.3931... Generator Loss: 0.7451 Epoch 1/2... Discriminator Loss: 1.4394... Generator Loss: 0.5527 Epoch 1/2... Discriminator Loss: 1.3940... Generator Loss: 1.1458
Epoch 1/2... Discriminator Loss: 1.4212... Generator Loss: 0.6972 Epoch 1/2... Discriminator Loss: 1.3990... Generator Loss: 1.0760 Epoch 1/2... Discriminator Loss: 1.2645... Generator Loss: 0.6630 Epoch 1/2... Discriminator Loss: 1.4415... Generator Loss: 0.6508 Epoch 1/2... Discriminator Loss: 1.3730... Generator Loss: 0.7976 Epoch 1/2... Discriminator Loss: 1.3789... Generator Loss: 0.6801 Epoch 1/2... Discriminator Loss: 1.3735... Generator Loss: 0.7685 Epoch 1/2... Discriminator Loss: 1.4229... Generator Loss: 0.7525 Epoch 1/2... Discriminator Loss: 1.2442... Generator Loss: 0.7961 Epoch 1/2... Discriminator Loss: 1.3864... Generator Loss: 0.7196
Epoch 1/2... Discriminator Loss: 1.3946... Generator Loss: 0.7592 Epoch 1/2... Discriminator Loss: 1.4236... Generator Loss: 0.6736 Epoch 1/2... Discriminator Loss: 1.4677... Generator Loss: 0.7301 Epoch 1/2... Discriminator Loss: 1.2840... Generator Loss: 0.8897 Epoch 1/2... Discriminator Loss: 1.3653... Generator Loss: 0.6656 Epoch 1/2... Discriminator Loss: 1.3706... Generator Loss: 0.7704 Epoch 1/2... Discriminator Loss: 1.4095... Generator Loss: 0.7837 Epoch 1/2... Discriminator Loss: 1.3299... Generator Loss: 0.8105 Epoch 1/2... Discriminator Loss: 1.3752... Generator Loss: 0.8021 Epoch 1/2... Discriminator Loss: 1.3732... Generator Loss: 0.6575
Epoch 1/2... Discriminator Loss: 1.2931... Generator Loss: 1.0192 Epoch 1/2... Discriminator Loss: 1.4023... Generator Loss: 0.7834 Epoch 1/2... Discriminator Loss: 1.4072... Generator Loss: 0.6965 Epoch 1/2... Discriminator Loss: 1.3705... Generator Loss: 0.8365 Epoch 1/2... Discriminator Loss: 1.4014... Generator Loss: 0.7806 Epoch 1/2... Discriminator Loss: 1.4007... Generator Loss: 0.7512 Epoch 1/2... Discriminator Loss: 1.4313... Generator Loss: 0.6470 Epoch 1/2... Discriminator Loss: 1.3574... Generator Loss: 0.7913 Epoch 1/2... Discriminator Loss: 1.3671... Generator Loss: 0.7905 Epoch 1/2... Discriminator Loss: 1.3220... Generator Loss: 0.6291
Epoch 1/2... Discriminator Loss: 1.3560... Generator Loss: 0.7284 Epoch 1/2... Discriminator Loss: 1.3549... Generator Loss: 0.7017 Epoch 1/2... Discriminator Loss: 1.1614... Generator Loss: 0.8293 Epoch 1/2... Discriminator Loss: 1.3876... Generator Loss: 0.7816 Epoch 1/2... Discriminator Loss: 1.3585... Generator Loss: 0.7399 Epoch 1/2... Discriminator Loss: 1.3524... Generator Loss: 0.6652 Epoch 1/2... Discriminator Loss: 1.2157... Generator Loss: 0.7924 Epoch 1/2... Discriminator Loss: 1.3698... Generator Loss: 0.8122 Epoch 1/2... Discriminator Loss: 1.3314... Generator Loss: 0.9024 Epoch 1/2... Discriminator Loss: 1.4278... Generator Loss: 1.0616
Epoch 1/2... Discriminator Loss: 1.3540... Generator Loss: 0.9526 Epoch 1/2... Discriminator Loss: 1.3684... Generator Loss: 0.8136 Epoch 1/2... Discriminator Loss: 1.3782... Generator Loss: 0.8223 Epoch 1/2... Discriminator Loss: 1.4073... Generator Loss: 0.5869 Epoch 1/2... Discriminator Loss: 1.3415... Generator Loss: 0.9328 Epoch 1/2... Discriminator Loss: 1.3727... Generator Loss: 0.7104 Epoch 1/2... Discriminator Loss: 1.4213... Generator Loss: 0.8172 Epoch 1/2... Discriminator Loss: 1.3124... Generator Loss: 0.7714 Epoch 1/2... Discriminator Loss: 1.3846... Generator Loss: 0.7312 Epoch 1/2... Discriminator Loss: 1.3481... Generator Loss: 0.8843
Epoch 1/2... Discriminator Loss: 1.4024... Generator Loss: 0.7960 Epoch 1/2... Discriminator Loss: 1.3340... Generator Loss: 0.7834 Epoch 1/2... Discriminator Loss: 1.3974... Generator Loss: 0.7928 Epoch 1/2... Discriminator Loss: 1.2714... Generator Loss: 0.7319 Epoch 1/2... Discriminator Loss: 1.3366... Generator Loss: 0.8339 Epoch 1/2... Discriminator Loss: 1.3341... Generator Loss: 0.8725 Epoch 1/2... Discriminator Loss: 1.3599... Generator Loss: 0.8712 Epoch 1/2... Discriminator Loss: 1.4589... Generator Loss: 0.5453 Epoch 1/2... Discriminator Loss: 1.4113... Generator Loss: 0.7155 Epoch 1/2... Discriminator Loss: 1.3775... Generator Loss: 0.7800
Epoch 1/2... Discriminator Loss: 1.3649... Generator Loss: 0.8412 Epoch 1/2... Discriminator Loss: 1.2947... Generator Loss: 0.6917 Epoch 1/2... Discriminator Loss: 1.3730... Generator Loss: 0.7811 Epoch 1/2... Discriminator Loss: 1.3793... Generator Loss: 0.7275 Epoch 1/2... Discriminator Loss: 1.4129... Generator Loss: 0.7231 Epoch 1/2... Discriminator Loss: 1.5091... Generator Loss: 1.0295 Epoch 1/2... Discriminator Loss: 1.3682... Generator Loss: 0.7368 Epoch 1/2... Discriminator Loss: 1.3503... Generator Loss: 0.8103 Epoch 1/2... Discriminator Loss: 1.3159... Generator Loss: 0.8351 Epoch 1/2... Discriminator Loss: 1.3570... Generator Loss: 0.8489
Epoch 1/2... Discriminator Loss: 1.4874... Generator Loss: 0.5117 Epoch 1/2... Discriminator Loss: 1.2137... Generator Loss: 0.9526 Epoch 1/2... Discriminator Loss: 1.4114... Generator Loss: 0.7562 Epoch 1/2... Discriminator Loss: 1.3021... Generator Loss: 0.7203 Epoch 1/2... Discriminator Loss: 1.3338... Generator Loss: 0.8749 Epoch 1/2... Discriminator Loss: 1.3657... Generator Loss: 0.8749 Epoch 1/2... Discriminator Loss: 1.2982... Generator Loss: 0.7509 Epoch 1/2... Discriminator Loss: 1.3422... Generator Loss: 0.7763 Epoch 1/2... Discriminator Loss: 1.4348... Generator Loss: 0.7929 Epoch 1/2... Discriminator Loss: 1.4148... Generator Loss: 0.9829
Epoch 1/2... Discriminator Loss: 1.4298... Generator Loss: 0.7228 Epoch 1/2... Discriminator Loss: 1.4462... Generator Loss: 0.8032 Epoch 1/2... Discriminator Loss: 1.4160... Generator Loss: 0.6773 Epoch 1/2... Discriminator Loss: 1.3563... Generator Loss: 0.7574 Epoch 1/2... Discriminator Loss: 1.3899... Generator Loss: 0.6533 Epoch 1/2... Discriminator Loss: 1.3922... Generator Loss: 0.7806 Epoch 1/2... Discriminator Loss: 1.3186... Generator Loss: 0.7503 Epoch 1/2... Discriminator Loss: 1.3747... Generator Loss: 0.8058 Epoch 1/2... Discriminator Loss: 1.3510... Generator Loss: 0.7959 Epoch 1/2... Discriminator Loss: 1.3219... Generator Loss: 0.8210
Epoch 1/2... Discriminator Loss: 1.2594... Generator Loss: 0.8807 Epoch 1/2... Discriminator Loss: 1.4094... Generator Loss: 0.8073 Epoch 1/2... Discriminator Loss: 1.3666... Generator Loss: 0.9767 Epoch 1/2... Discriminator Loss: 1.3730... Generator Loss: 0.7045 Epoch 1/2... Discriminator Loss: 1.3951... Generator Loss: 0.7962 Epoch 1/2... Discriminator Loss: 1.4310... Generator Loss: 0.7731 Epoch 1/2... Discriminator Loss: 1.3768... Generator Loss: 0.7754 Epoch 1/2... Discriminator Loss: 1.3264... Generator Loss: 0.8225 Epoch 1/2... Discriminator Loss: 1.3950... Generator Loss: 0.7163 Epoch 1/2... Discriminator Loss: 1.4717... Generator Loss: 0.5800
Epoch 1/2... Discriminator Loss: 1.3365... Generator Loss: 0.8779 Epoch 1/2... Discriminator Loss: 1.3308... Generator Loss: 0.7570 Epoch 1/2... Discriminator Loss: 1.3449... Generator Loss: 0.8201 Epoch 1/2... Discriminator Loss: 1.3217... Generator Loss: 0.7029 Epoch 1/2... Discriminator Loss: 1.4049... Generator Loss: 0.7313 Epoch 1/2... Discriminator Loss: 1.3802... Generator Loss: 0.7087 Epoch 1/2... Discriminator Loss: 1.3910... Generator Loss: 0.7947 Epoch 1/2... Discriminator Loss: 1.3434... Generator Loss: 0.7620 Epoch 1/2... Discriminator Loss: 1.3829... Generator Loss: 0.9854 Epoch 1/2... Discriminator Loss: 1.3914... Generator Loss: 0.6768
Epoch 1/2... Discriminator Loss: 1.4039... Generator Loss: 0.7669 Epoch 1/2... Discriminator Loss: 1.3904... Generator Loss: 0.7988 Epoch 1/2... Discriminator Loss: 1.3646... Generator Loss: 0.8509 Epoch 1/2... Discriminator Loss: 1.4147... Generator Loss: 0.8696 Epoch 1/2... Discriminator Loss: 1.3721... Generator Loss: 0.8270 Epoch 1/2... Discriminator Loss: 1.4151... Generator Loss: 0.7083 Epoch 1/2... Discriminator Loss: 1.3780... Generator Loss: 0.7259 Epoch 1/2... Discriminator Loss: 1.3380... Generator Loss: 0.8858 Epoch 1/2... Discriminator Loss: 1.3995... Generator Loss: 0.7116 Epoch 1/2... Discriminator Loss: 1.3422... Generator Loss: 0.7458
Epoch 1/2... Discriminator Loss: 1.3672... Generator Loss: 0.7441 Epoch 1/2... Discriminator Loss: 1.3507... Generator Loss: 0.8409 Epoch 1/2... Discriminator Loss: 1.3182... Generator Loss: 0.8398 Epoch 1/2... Discriminator Loss: 1.3413... Generator Loss: 0.8531 Epoch 1/2... Discriminator Loss: 1.3470... Generator Loss: 0.7868 Epoch 1/2... Discriminator Loss: 1.3185... Generator Loss: 0.7678 Epoch 1/2... Discriminator Loss: 1.3993... Generator Loss: 0.8492 Epoch 1/2... Discriminator Loss: 1.3498... Generator Loss: 0.7841 Epoch 1/2... Discriminator Loss: 1.3950... Generator Loss: 0.7283 Epoch 1/2... Discriminator Loss: 1.4056... Generator Loss: 0.7876
Epoch 1/2... Discriminator Loss: 1.3750... Generator Loss: 0.7567 Epoch 1/2... Discriminator Loss: 1.3584... Generator Loss: 0.7081 Epoch 1/2... Discriminator Loss: 1.4452... Generator Loss: 0.7249 Epoch 1/2... Discriminator Loss: 1.4526... Generator Loss: 0.6931 Epoch 1/2... Discriminator Loss: 1.3796... Generator Loss: 0.8927 Epoch 1/2... Discriminator Loss: 1.4043... Generator Loss: 0.8411 Epoch 1/2... Discriminator Loss: 1.3090... Generator Loss: 0.8046 Epoch 1/2... Discriminator Loss: 1.3019... Generator Loss: 0.7077 Epoch 1/2... Discriminator Loss: 1.4589... Generator Loss: 0.7330 Epoch 1/2... Discriminator Loss: 1.3848... Generator Loss: 0.7089
Epoch 1/2... Discriminator Loss: 1.3538... Generator Loss: 0.8674 Epoch 1/2... Discriminator Loss: 1.2649... Generator Loss: 0.8459 Epoch 1/2... Discriminator Loss: 1.3325... Generator Loss: 0.8540 Epoch 1/2... Discriminator Loss: 1.3569... Generator Loss: 0.7700 Epoch 1/2... Discriminator Loss: 1.3239... Generator Loss: 0.7920 Epoch 1/2... Discriminator Loss: 1.3975... Generator Loss: 0.7695 Epoch 1/2... Discriminator Loss: 1.3704... Generator Loss: 0.7545 Epoch 1/2... Discriminator Loss: 1.3104... Generator Loss: 0.7321 Epoch 1/2... Discriminator Loss: 1.4271... Generator Loss: 0.7230 Epoch 1/2... Discriminator Loss: 1.3326... Generator Loss: 0.7554
Epoch 1/2... Discriminator Loss: 1.3899... Generator Loss: 0.7930 Epoch 1/2... Discriminator Loss: 1.3782... Generator Loss: 0.8024 Epoch 1/2... Discriminator Loss: 1.3363... Generator Loss: 0.7107 Epoch 1/2... Discriminator Loss: 1.3228... Generator Loss: 0.7888 Epoch 1/2... Discriminator Loss: 1.3634... Generator Loss: 0.7190 Epoch 1/2... Discriminator Loss: 1.3162... Generator Loss: 0.8105 Epoch 1/2... Discriminator Loss: 1.4014... Generator Loss: 0.7580 Epoch 1/2... Discriminator Loss: 1.3441... Generator Loss: 0.8184 Epoch 1/2... Discriminator Loss: 1.4215... Generator Loss: 0.6831 Epoch 1/2... Discriminator Loss: 1.3196... Generator Loss: 0.8783
Epoch 1/2... Discriminator Loss: 1.3178... Generator Loss: 0.7247 Epoch 1/2... Discriminator Loss: 1.3387... Generator Loss: 0.7202 Epoch 1/2... Discriminator Loss: 1.3182... Generator Loss: 0.7244 Epoch 1/2... Discriminator Loss: 1.3465... Generator Loss: 0.8119 Epoch 1/2... Discriminator Loss: 1.3603... Generator Loss: 0.7403 Epoch 1/2... Discriminator Loss: 1.3265... Generator Loss: 0.7804 Epoch 1/2... Discriminator Loss: 1.3543... Generator Loss: 0.8092 Epoch 1/2... Discriminator Loss: 1.2946... Generator Loss: 0.8194 Epoch 1/2... Discriminator Loss: 1.3441... Generator Loss: 0.7816 Epoch 1/2... Discriminator Loss: 1.3623... Generator Loss: 0.7428
Epoch 1/2... Discriminator Loss: 1.3658... Generator Loss: 0.8363 Epoch 1/2... Discriminator Loss: 1.3394... Generator Loss: 0.7492 Epoch 1/2... Discriminator Loss: 1.3697... Generator Loss: 0.8720 Epoch 1/2... Discriminator Loss: 1.3721... Generator Loss: 0.6717 Epoch 1/2... Discriminator Loss: 1.3719... Generator Loss: 0.7268 Epoch 1/2... Discriminator Loss: 1.3368... Generator Loss: 0.7349 Epoch 1/2... Discriminator Loss: 1.4405... Generator Loss: 0.6244 Epoch 1/2... Discriminator Loss: 1.3491... Generator Loss: 0.8136 Epoch 1/2... Discriminator Loss: 1.3621... Generator Loss: 0.7373 Epoch 1/2... Discriminator Loss: 1.3641... Generator Loss: 0.8432
Epoch 1/2... Discriminator Loss: 1.3127... Generator Loss: 0.8689 Epoch 1/2... Discriminator Loss: 1.3298... Generator Loss: 0.7481 Epoch 1/2... Discriminator Loss: 1.4190... Generator Loss: 0.6534 Epoch 1/2... Discriminator Loss: 1.3821... Generator Loss: 0.7194 Epoch 1/2... Discriminator Loss: 1.3945... Generator Loss: 0.7143 Epoch 1/2... Discriminator Loss: 1.3881... Generator Loss: 0.7488 Epoch 1/2... Discriminator Loss: 1.3623... Generator Loss: 0.7003 Epoch 1/2... Discriminator Loss: 1.2986... Generator Loss: 0.7714 Epoch 1/2... Discriminator Loss: 1.4157... Generator Loss: 0.6372 Epoch 1/2... Discriminator Loss: 1.3253... Generator Loss: 0.7190
Epoch 1/2... Discriminator Loss: 1.2701... Generator Loss: 0.7750 Epoch 1/2... Discriminator Loss: 1.3578... Generator Loss: 0.9557 Epoch 1/2... Discriminator Loss: 1.3984... Generator Loss: 0.6487 Epoch 1/2... Discriminator Loss: 1.3164... Generator Loss: 0.9031 Epoch 1/2... Discriminator Loss: 1.3598... Generator Loss: 0.8164 Epoch 1/2... Discriminator Loss: 1.3990... Generator Loss: 0.7499 Epoch 1/2... Discriminator Loss: 1.3467... Generator Loss: 0.8546 Epoch 1/2... Discriminator Loss: 1.3214... Generator Loss: 0.7936 Epoch 1/2... Discriminator Loss: 1.3661... Generator Loss: 0.8470 Epoch 1/2... Discriminator Loss: 1.4487... Generator Loss: 0.6936
Epoch 1/2... Discriminator Loss: 1.3168... Generator Loss: 0.8416 Epoch 1/2... Discriminator Loss: 1.3627... Generator Loss: 0.8105 Epoch 1/2... Discriminator Loss: 1.3769... Generator Loss: 0.6989 Epoch 1/2... Discriminator Loss: 1.3334... Generator Loss: 0.8775 Epoch 1/2... Discriminator Loss: 1.3236... Generator Loss: 0.8156 Epoch 1/2... Discriminator Loss: 1.3525... Generator Loss: 0.7910 Epoch 1/2... Discriminator Loss: 1.4215... Generator Loss: 0.7445 Epoch 1/2... Discriminator Loss: 1.3724... Generator Loss: 0.8881 Epoch 1/2... Discriminator Loss: 1.4640... Generator Loss: 0.7671 Epoch 1/2... Discriminator Loss: 1.4174... Generator Loss: 0.7217
Epoch 1/2... Discriminator Loss: 1.3198... Generator Loss: 0.7932 Epoch 1/2... Discriminator Loss: 1.3827... Generator Loss: 0.7487 Epoch 1/2... Discriminator Loss: 1.3912... Generator Loss: 0.6371 Epoch 1/2... Discriminator Loss: 1.4099... Generator Loss: 0.7564 Epoch 1/2... Discriminator Loss: 1.3690... Generator Loss: 0.7931 Epoch 1/2... Discriminator Loss: 1.3537... Generator Loss: 0.7545 Epoch 1/2... Discriminator Loss: 1.3921... Generator Loss: 0.7483 Epoch 1/2... Discriminator Loss: 1.3723... Generator Loss: 0.7423 Epoch 1/2... Discriminator Loss: 1.3447... Generator Loss: 0.7456 Epoch 1/2... Discriminator Loss: 1.3692... Generator Loss: 0.7537
Epoch 1/2... Discriminator Loss: 1.3599... Generator Loss: 0.7272 Epoch 1/2... Discriminator Loss: 1.3706... Generator Loss: 0.8597 Epoch 1/2... Discriminator Loss: 1.3258... Generator Loss: 0.7715 Epoch 1/2... Discriminator Loss: 1.3432... Generator Loss: 0.8219 Epoch 1/2... Discriminator Loss: 1.3723... Generator Loss: 0.7886 Epoch 1/2... Discriminator Loss: 1.3307... Generator Loss: 0.7742 Epoch 1/2... Discriminator Loss: 1.3688... Generator Loss: 0.8216 Epoch 1/2... Discriminator Loss: 1.3438... Generator Loss: 0.6714 Epoch 1/2... Discriminator Loss: 1.3898... Generator Loss: 0.7209 Epoch 1/2... Discriminator Loss: 1.3788... Generator Loss: 0.6667
Epoch 1/2... Discriminator Loss: 1.3737... Generator Loss: 0.7799 Epoch 1/2... Discriminator Loss: 1.3378... Generator Loss: 0.6955 Epoch 1/2... Discriminator Loss: 1.4613... Generator Loss: 0.6573 Epoch 1/2... Discriminator Loss: 1.3983... Generator Loss: 0.8070 Epoch 1/2... Discriminator Loss: 1.4117... Generator Loss: 0.6135 Epoch 1/2... Discriminator Loss: 1.4309... Generator Loss: 0.8003 Epoch 1/2... Discriminator Loss: 1.4260... Generator Loss: 0.6929 Epoch 1/2... Discriminator Loss: 1.3405... Generator Loss: 0.7231 Epoch 1/2... Discriminator Loss: 1.4269... Generator Loss: 0.7960 Epoch 1/2... Discriminator Loss: 1.3535... Generator Loss: 0.7900
Epoch 1/2... Discriminator Loss: 1.4002... Generator Loss: 0.7926 Epoch 1/2... Discriminator Loss: 1.4186... Generator Loss: 0.6843 Epoch 1/2... Discriminator Loss: 1.2875... Generator Loss: 0.7937 Epoch 1/2... Discriminator Loss: 1.3444... Generator Loss: 0.8281 Epoch 1/2... Discriminator Loss: 1.3325... Generator Loss: 0.7217 Epoch 1/2... Discriminator Loss: 1.4171... Generator Loss: 0.7807 Epoch 1/2... Discriminator Loss: 1.3474... Generator Loss: 0.8460 Epoch 1/2... Discriminator Loss: 1.3699... Generator Loss: 0.6967 Epoch 1/2... Discriminator Loss: 1.3656... Generator Loss: 0.7875 Epoch 1/2... Discriminator Loss: 1.3426... Generator Loss: 0.7354
Epoch 1/2... Discriminator Loss: 1.3708... Generator Loss: 0.7995 Epoch 1/2... Discriminator Loss: 1.2894... Generator Loss: 0.8950 Epoch 1/2... Discriminator Loss: 1.3531... Generator Loss: 0.7363 Epoch 1/2... Discriminator Loss: 1.3131... Generator Loss: 0.8614 Epoch 1/2... Discriminator Loss: 1.3931... Generator Loss: 0.7791 Epoch 1/2... Discriminator Loss: 1.3165... Generator Loss: 1.0621 Epoch 1/2... Discriminator Loss: 1.3370... Generator Loss: 0.8273 Epoch 1/2... Discriminator Loss: 1.4515... Generator Loss: 0.7174 Epoch 1/2... Discriminator Loss: 1.3989... Generator Loss: 0.7932 Epoch 1/2... Discriminator Loss: 1.3241... Generator Loss: 0.8070
Epoch 1/2... Discriminator Loss: 1.3987... Generator Loss: 0.8755 Epoch 1/2... Discriminator Loss: 1.3742... Generator Loss: 0.8146 Epoch 1/2... Discriminator Loss: 1.3547... Generator Loss: 0.7582 Epoch 1/2... Discriminator Loss: 1.3990... Generator Loss: 0.6890 Epoch 1/2... Discriminator Loss: 1.3448... Generator Loss: 0.7530 Epoch 1/2... Discriminator Loss: 1.3771... Generator Loss: 0.7698 Epoch 1/2... Discriminator Loss: 1.3538... Generator Loss: 0.8385 Epoch 1/2... Discriminator Loss: 1.3874... Generator Loss: 0.8090 Epoch 1/2... Discriminator Loss: 1.3707... Generator Loss: 0.7583 Epoch 1/2... Discriminator Loss: 1.3771... Generator Loss: 0.6913
Epoch 1/2... Discriminator Loss: 1.3974... Generator Loss: 0.8233 Epoch 1/2... Discriminator Loss: 1.3214... Generator Loss: 0.7495 Epoch 1/2... Discriminator Loss: 1.3683... Generator Loss: 0.6810 Epoch 1/2... Discriminator Loss: 1.3453... Generator Loss: 0.7569 Epoch 1/2... Discriminator Loss: 1.3818... Generator Loss: 0.8435 Epoch 1/2... Discriminator Loss: 1.3209... Generator Loss: 0.8373 Epoch 1/2... Discriminator Loss: 1.3742... Generator Loss: 0.7556 Epoch 1/2... Discriminator Loss: 1.2793... Generator Loss: 0.9104 Epoch 1/2... Discriminator Loss: 1.3608... Generator Loss: 0.7927 Epoch 1/2... Discriminator Loss: 1.2463... Generator Loss: 0.9192
Epoch 1/2... Discriminator Loss: 1.3375... Generator Loss: 0.8371 Epoch 1/2... Discriminator Loss: 1.3487... Generator Loss: 0.7334 Epoch 1/2... Discriminator Loss: 1.3023... Generator Loss: 0.7254 Epoch 1/2... Discriminator Loss: 1.3575... Generator Loss: 0.7860 Epoch 1/2... Discriminator Loss: 1.3019... Generator Loss: 0.7087 Epoch 1/2... Discriminator Loss: 1.3223... Generator Loss: 0.7462 Epoch 1/2... Discriminator Loss: 1.3664... Generator Loss: 0.7362 Epoch 1/2... Discriminator Loss: 1.3958... Generator Loss: 0.7113 Epoch 1/2... Discriminator Loss: 1.3506... Generator Loss: 0.7977 Epoch 1/2... Discriminator Loss: 1.3580... Generator Loss: 0.7508
Epoch 1/2... Discriminator Loss: 1.3190... Generator Loss: 0.8483 Epoch 1/2... Discriminator Loss: 1.3879... Generator Loss: 0.7910 Epoch 1/2... Discriminator Loss: 1.3491... Generator Loss: 0.6496 Epoch 1/2... Discriminator Loss: 1.3692... Generator Loss: 0.8069 Epoch 1/2... Discriminator Loss: 1.3903... Generator Loss: 0.8003 Epoch 1/2... Discriminator Loss: 1.4209... Generator Loss: 0.6053 Epoch 1/2... Discriminator Loss: 1.4129... Generator Loss: 0.7832 Epoch 1/2... Discriminator Loss: 1.3879... Generator Loss: 0.7054 Epoch 1/2... Discriminator Loss: 1.4157... Generator Loss: 0.7651 Epoch 1/2... Discriminator Loss: 1.3835... Generator Loss: 0.7350
Epoch 1/2... Discriminator Loss: 1.3316... Generator Loss: 0.7680 Epoch 1/2... Discriminator Loss: 1.3375... Generator Loss: 0.7400 Epoch 1/2... Discriminator Loss: 1.3743... Generator Loss: 0.8120 Epoch 1/2... Discriminator Loss: 1.3369... Generator Loss: 0.7877 Epoch 1/2... Discriminator Loss: 1.4083... Generator Loss: 0.8340 Epoch 1/2... Discriminator Loss: 1.4095... Generator Loss: 0.8735 Epoch 1/2... Discriminator Loss: 1.3689... Generator Loss: 0.7349 Epoch 1/2... Discriminator Loss: 1.3235... Generator Loss: 0.7238 Epoch 1/2... Discriminator Loss: 1.3286... Generator Loss: 0.7904 Epoch 1/2... Discriminator Loss: 1.3266... Generator Loss: 0.8469
Epoch 1/2... Discriminator Loss: 1.3752... Generator Loss: 0.7424 Epoch 1/2... Discriminator Loss: 1.3681... Generator Loss: 0.8178 Epoch 1/2... Discriminator Loss: 1.3942... Generator Loss: 0.7962 Epoch 1/2... Discriminator Loss: 1.3726... Generator Loss: 0.7916 Epoch 1/2... Discriminator Loss: 1.3561... Generator Loss: 0.7571 Epoch 1/2... Discriminator Loss: 1.3903... Generator Loss: 0.7524 Epoch 1/2... Discriminator Loss: 1.3247... Generator Loss: 0.7299 Epoch 1/2... Discriminator Loss: 1.3834... Generator Loss: 0.7875 Epoch 1/2... Discriminator Loss: 1.4005... Generator Loss: 0.7511 Epoch 1/2... Discriminator Loss: 1.3733... Generator Loss: 0.7559
Epoch 1/2... Discriminator Loss: 1.3409... Generator Loss: 0.8122 Epoch 1/2... Discriminator Loss: 1.3720... Generator Loss: 0.8571 Epoch 1/2... Discriminator Loss: 1.3896... Generator Loss: 0.7992 Epoch 1/2... Discriminator Loss: 1.3374... Generator Loss: 0.8332 Epoch 1/2... Discriminator Loss: 1.3384... Generator Loss: 0.7474 Epoch 1/2... Discriminator Loss: 1.4002... Generator Loss: 0.7839 Epoch 1/2... Discriminator Loss: 1.3684... Generator Loss: 0.7171 Epoch 1/2... Discriminator Loss: 1.3328... Generator Loss: 0.9392 Epoch 1/2... Discriminator Loss: 1.3340... Generator Loss: 0.7814 Epoch 1/2... Discriminator Loss: 1.3344... Generator Loss: 0.7659
Epoch 1/2... Discriminator Loss: 1.4155... Generator Loss: 0.7268 Epoch 1/2... Discriminator Loss: 1.3193... Generator Loss: 0.8270 Epoch 1/2... Discriminator Loss: 1.3431... Generator Loss: 0.8110 Epoch 1/2... Discriminator Loss: 1.3486... Generator Loss: 0.7736 Epoch 1/2... Discriminator Loss: 1.3768... Generator Loss: 0.7367 Epoch 1/2... Discriminator Loss: 1.3951... Generator Loss: 0.8005 Epoch 1/2... Discriminator Loss: 1.4012... Generator Loss: 0.7350 Epoch 1/2... Discriminator Loss: 1.4071... Generator Loss: 0.7979 Epoch 1/2... Discriminator Loss: 1.3626... Generator Loss: 0.8052 Epoch 1/2... Discriminator Loss: 1.3784... Generator Loss: 0.7078
Epoch 1/2... Discriminator Loss: 1.3532... Generator Loss: 0.8979 Epoch 1/2... Discriminator Loss: 1.4009... Generator Loss: 0.7386 Epoch 1/2... Discriminator Loss: 1.3632... Generator Loss: 0.7401 Epoch 1/2... Discriminator Loss: 1.4016... Generator Loss: 0.8259 Epoch 1/2... Discriminator Loss: 1.3345... Generator Loss: 0.7969 Epoch 1/2... Discriminator Loss: 1.3803... Generator Loss: 0.7594 Epoch 1/2... Discriminator Loss: 1.3917... Generator Loss: 0.7593 Epoch 1/2... Discriminator Loss: 1.3745... Generator Loss: 0.7258 Epoch 1/2... Discriminator Loss: 1.3474... Generator Loss: 0.7700 Epoch 1/2... Discriminator Loss: 1.3167... Generator Loss: 0.8023
Epoch 1/2... Discriminator Loss: 1.3985... Generator Loss: 0.7774 Epoch 1/2... Discriminator Loss: 1.3859... Generator Loss: 0.8057 Epoch 1/2... Discriminator Loss: 1.3922... Generator Loss: 0.7809 Epoch 1/2... Discriminator Loss: 1.3946... Generator Loss: 0.7515 Epoch 1/2... Discriminator Loss: 1.3557... Generator Loss: 0.8105 Epoch 1/2... Discriminator Loss: 1.3578... Generator Loss: 0.7053 Epoch 1/2... Discriminator Loss: 1.3871... Generator Loss: 0.8577 Epoch 1/2... Discriminator Loss: 1.3224... Generator Loss: 0.7923 Epoch 1/2... Discriminator Loss: 1.3675... Generator Loss: 0.8390 Epoch 1/2... Discriminator Loss: 1.3665... Generator Loss: 0.7331
Epoch 1/2... Discriminator Loss: 1.3890... Generator Loss: 0.7573 Epoch 1/2... Discriminator Loss: 1.3469... Generator Loss: 0.7708 Epoch 1/2... Discriminator Loss: 1.4092... Generator Loss: 0.7743 Epoch 1/2... Discriminator Loss: 1.3454... Generator Loss: 0.7463 Epoch 1/2... Discriminator Loss: 1.3957... Generator Loss: 0.7931 Epoch 1/2... Discriminator Loss: 1.4804... Generator Loss: 0.8100 Epoch 1/2... Discriminator Loss: 1.3787... Generator Loss: 0.8650 Epoch 1/2... Discriminator Loss: 1.2932... Generator Loss: 0.8307 Epoch 1/2... Discriminator Loss: 1.3066... Generator Loss: 0.7959 Epoch 1/2... Discriminator Loss: 1.2772... Generator Loss: 0.8261
Epoch 1/2... Discriminator Loss: 1.3288... Generator Loss: 0.8062 Epoch 1/2... Discriminator Loss: 1.3595... Generator Loss: 0.7162 Epoch 1/2... Discriminator Loss: 1.3846... Generator Loss: 0.7403 Epoch 1/2... Discriminator Loss: 1.3789... Generator Loss: 0.7818 Epoch 1/2... Discriminator Loss: 1.3600... Generator Loss: 0.8179 Epoch 1/2... Discriminator Loss: 1.3761... Generator Loss: 0.7040 Epoch 1/2... Discriminator Loss: 1.3616... Generator Loss: 0.7994 Epoch 1/2... Discriminator Loss: 1.3316... Generator Loss: 0.7607 Epoch 1/2... Discriminator Loss: 1.4001... Generator Loss: 0.8819 Epoch 1/2... Discriminator Loss: 1.3222... Generator Loss: 0.8276
Epoch 1/2... Discriminator Loss: 1.3854... Generator Loss: 0.7287 Epoch 1/2... Discriminator Loss: 1.3840... Generator Loss: 0.7023 Epoch 1/2... Discriminator Loss: 1.2944... Generator Loss: 0.7385 Epoch 2/2... Discriminator Loss: 1.3679... Generator Loss: 0.7866 Epoch 2/2... Discriminator Loss: 1.4056... Generator Loss: 0.7220 Epoch 2/2... Discriminator Loss: 1.3523... Generator Loss: 0.7797 Epoch 2/2... Discriminator Loss: 1.4021... Generator Loss: 0.8145 Epoch 2/2... Discriminator Loss: 1.3505... Generator Loss: 0.7787 Epoch 2/2... Discriminator Loss: 1.3355... Generator Loss: 0.8264 Epoch 2/2... Discriminator Loss: 1.3985... Generator Loss: 0.7608
Epoch 2/2... Discriminator Loss: 1.3369... Generator Loss: 0.7759 Epoch 2/2... Discriminator Loss: 1.3927... Generator Loss: 0.7351 Epoch 2/2... Discriminator Loss: 1.4020... Generator Loss: 0.7579 Epoch 2/2... Discriminator Loss: 1.3704... Generator Loss: 0.8049 Epoch 2/2... Discriminator Loss: 1.3897... Generator Loss: 0.7480 Epoch 2/2... Discriminator Loss: 1.3920... Generator Loss: 0.7250 Epoch 2/2... Discriminator Loss: 1.3870... Generator Loss: 0.7500 Epoch 2/2... Discriminator Loss: 1.3336... Generator Loss: 0.7723 Epoch 2/2... Discriminator Loss: 1.3356... Generator Loss: 0.7704 Epoch 2/2... Discriminator Loss: 1.3449... Generator Loss: 0.7804
Epoch 2/2... Discriminator Loss: 1.3282... Generator Loss: 0.8397 Epoch 2/2... Discriminator Loss: 1.3420... Generator Loss: 0.7192 Epoch 2/2... Discriminator Loss: 1.3894... Generator Loss: 0.8043 Epoch 2/2... Discriminator Loss: 1.3575... Generator Loss: 0.7673 Epoch 2/2... Discriminator Loss: 1.3438... Generator Loss: 0.8189 Epoch 2/2... Discriminator Loss: 1.3896... Generator Loss: 0.8513 Epoch 2/2... Discriminator Loss: 1.3609... Generator Loss: 0.7804 Epoch 2/2... Discriminator Loss: 1.3870... Generator Loss: 0.8090 Epoch 2/2... Discriminator Loss: 1.3788... Generator Loss: 0.8394 Epoch 2/2... Discriminator Loss: 1.3639... Generator Loss: 0.7686
Epoch 2/2... Discriminator Loss: 1.3868... Generator Loss: 0.8308 Epoch 2/2... Discriminator Loss: 1.3981... Generator Loss: 0.8047 Epoch 2/2... Discriminator Loss: 1.3549... Generator Loss: 0.8277 Epoch 2/2... Discriminator Loss: 1.2951... Generator Loss: 0.7691 Epoch 2/2... Discriminator Loss: 1.3695... Generator Loss: 0.7875 Epoch 2/2... Discriminator Loss: 1.3492... Generator Loss: 0.7425 Epoch 2/2... Discriminator Loss: 1.4200... Generator Loss: 0.7604 Epoch 2/2... Discriminator Loss: 1.3509... Generator Loss: 0.8110 Epoch 2/2... Discriminator Loss: 1.4138... Generator Loss: 0.7872 Epoch 2/2... Discriminator Loss: 1.3783... Generator Loss: 0.8331
Epoch 2/2... Discriminator Loss: 1.3837... Generator Loss: 0.7504 Epoch 2/2... Discriminator Loss: 1.3804... Generator Loss: 0.7474 Epoch 2/2... Discriminator Loss: 1.3601... Generator Loss: 0.7863 Epoch 2/2... Discriminator Loss: 1.3450... Generator Loss: 0.8392 Epoch 2/2... Discriminator Loss: 1.3433... Generator Loss: 0.7872 Epoch 2/2... Discriminator Loss: 1.3803... Generator Loss: 0.7685 Epoch 2/2... Discriminator Loss: 1.3825... Generator Loss: 0.7778 Epoch 2/2... Discriminator Loss: 1.3214... Generator Loss: 0.7225 Epoch 2/2... Discriminator Loss: 1.3696... Generator Loss: 0.7927 Epoch 2/2... Discriminator Loss: 1.3445... Generator Loss: 0.7430
Epoch 2/2... Discriminator Loss: 1.3988... Generator Loss: 0.7890 Epoch 2/2... Discriminator Loss: 1.3992... Generator Loss: 0.7475 Epoch 2/2... Discriminator Loss: 1.3935... Generator Loss: 0.7485 Epoch 2/2... Discriminator Loss: 1.3970... Generator Loss: 0.8076 Epoch 2/2... Discriminator Loss: 1.4054... Generator Loss: 0.7481 Epoch 2/2... Discriminator Loss: 1.3799... Generator Loss: 0.7555 Epoch 2/2... Discriminator Loss: 1.4017... Generator Loss: 0.7957 Epoch 2/2... Discriminator Loss: 1.3813... Generator Loss: 0.7543 Epoch 2/2... Discriminator Loss: 1.3670... Generator Loss: 0.7364 Epoch 2/2... Discriminator Loss: 1.3981... Generator Loss: 0.7149
Epoch 2/2... Discriminator Loss: 1.2975... Generator Loss: 0.8077 Epoch 2/2... Discriminator Loss: 1.3695... Generator Loss: 0.7780 Epoch 2/2... Discriminator Loss: 1.3739... Generator Loss: 0.7191
--------------------------------------------------------------------------- KeyboardInterrupt Traceback (most recent call last) <ipython-input-16-aa789c49b230> in <module>() 13 with tf.Graph().as_default(): 14 train(epochs, batch_size, z_dim, learning_rate, beta1, celeba_dataset.get_batches, ---> 15 celeba_dataset.shape, celeba_dataset.image_mode) <ipython-input-12-4b1f60ed9590> in train(epoch_count, batch_size, z_dim, learning_rate, beta1, get_batches, data_shape, data_image_mode) 32 33 _ = sess.run(d_train, feed_dict={input_real: batch_images, input_z: batch_z, lr: learning_rate}) ---> 34 _ = sess.run(g_train, feed_dict={input_real: batch_images, input_z: batch_z, lr:learning_rate}) 35 36 /opt/conda/lib/python3.6/site-packages/tensorflow/python/client/session.py in run(self, fetches, feed_dict, options, run_metadata) 893 try: 894 result = self._run(None, fetches, feed_dict, options_ptr, --> 895 run_metadata_ptr) 896 if run_metadata: 897 proto_data = tf_session.TF_GetBuffer(run_metadata_ptr) /opt/conda/lib/python3.6/site-packages/tensorflow/python/client/session.py in _run(self, handle, fetches, feed_dict, options, run_metadata) 1122 if final_fetches or final_targets or (handle and feed_dict_tensor): 1123 results = self._do_run(handle, final_targets, final_fetches, -> 1124 feed_dict_tensor, options, run_metadata) 1125 else: 1126 results = [] /opt/conda/lib/python3.6/site-packages/tensorflow/python/client/session.py in _do_run(self, handle, target_list, fetch_list, feed_dict, options, run_metadata) 1319 if handle is None: 1320 return self._do_call(_run_fn, self._session, feeds, fetches, targets, -> 1321 options, run_metadata) 1322 else: 1323 return self._do_call(_prun_fn, self._session, handle, feeds, fetches) /opt/conda/lib/python3.6/site-packages/tensorflow/python/client/session.py in _do_call(self, fn, *args) 1325 def _do_call(self, fn, *args): 1326 try: -> 1327 return fn(*args) 1328 except errors.OpError as e: 1329 message = compat.as_text(e.message) /opt/conda/lib/python3.6/site-packages/tensorflow/python/client/session.py in _run_fn(session, feed_dict, fetch_list, target_list, options, run_metadata) 1304 return tf_session.TF_Run(session, options, 1305 feed_dict, fetch_list, target_list, -> 1306 status, run_metadata) 1307 1308 def _prun_fn(session, handle, feed_dict, fetch_list): KeyboardInterrupt:
batch_size = 16
z_dim = 100
learning_rate = 0.001
beta1 = 0.2
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 2
celeba_dataset = helper.Dataset('celeba', glob(os.path.join(data_dir, 'img_align_celeba/*.jpg')))
with tf.Graph().as_default():
train(epochs, batch_size, z_dim, learning_rate, beta1, celeba_dataset.get_batches,
celeba_dataset.shape, celeba_dataset.image_mode)
Epoch 1/2... Discriminator Loss: 0.5675... Generator Loss: 15.5801 Epoch 1/2... Discriminator Loss: 2.7110... Generator Loss: 5.0374 Epoch 1/2... Discriminator Loss: 4.8705... Generator Loss: 0.0644 Epoch 1/2... Discriminator Loss: 1.4928... Generator Loss: 2.3555 Epoch 1/2... Discriminator Loss: 2.3351... Generator Loss: 2.7077 Epoch 1/2... Discriminator Loss: 1.8462... Generator Loss: 2.7871 Epoch 1/2... Discriminator Loss: 0.9796... Generator Loss: 1.7096 Epoch 1/2... Discriminator Loss: 1.0846... Generator Loss: 2.5849 Epoch 1/2... Discriminator Loss: 2.9050... Generator Loss: 0.1248 Epoch 1/2... Discriminator Loss: 0.8685... Generator Loss: 1.0832
Epoch 1/2... Discriminator Loss: 0.5902... Generator Loss: 1.6195 Epoch 1/2... Discriminator Loss: 0.6895... Generator Loss: 2.1254 Epoch 1/2... Discriminator Loss: 0.7149... Generator Loss: 1.5473 Epoch 1/2... Discriminator Loss: 1.6361... Generator Loss: 2.1591 Epoch 1/2... Discriminator Loss: 1.6564... Generator Loss: 0.3892 Epoch 1/2... Discriminator Loss: 1.3357... Generator Loss: 0.6730 Epoch 1/2... Discriminator Loss: 1.0974... Generator Loss: 1.8277 Epoch 1/2... Discriminator Loss: 1.8530... Generator Loss: 0.5033 Epoch 1/2... Discriminator Loss: 1.2391... Generator Loss: 0.8451 Epoch 1/2... Discriminator Loss: 1.6802... Generator Loss: 0.5640
Epoch 1/2... Discriminator Loss: 0.6223... Generator Loss: 1.5565 Epoch 1/2... Discriminator Loss: 2.3627... Generator Loss: 0.3045 Epoch 1/2... Discriminator Loss: 1.3455... Generator Loss: 0.8911 Epoch 1/2... Discriminator Loss: 1.5775... Generator Loss: 0.6267 Epoch 1/2... Discriminator Loss: 1.3449... Generator Loss: 1.8045 Epoch 1/2... Discriminator Loss: 0.9559... Generator Loss: 0.9568 Epoch 1/2... Discriminator Loss: 1.3221... Generator Loss: 0.8378 Epoch 1/2... Discriminator Loss: 1.5676... Generator Loss: 0.6504 Epoch 1/2... Discriminator Loss: 1.4271... Generator Loss: 1.2653 Epoch 1/2... Discriminator Loss: 1.5670... Generator Loss: 0.9777
Epoch 1/2... Discriminator Loss: 1.7322... Generator Loss: 0.5342 Epoch 1/2... Discriminator Loss: 2.0680... Generator Loss: 0.3621 Epoch 1/2... Discriminator Loss: 1.5544... Generator Loss: 0.9483 Epoch 1/2... Discriminator Loss: 1.3074... Generator Loss: 0.7240 Epoch 1/2... Discriminator Loss: 1.2485... Generator Loss: 0.7411 Epoch 1/2... Discriminator Loss: 1.2285... Generator Loss: 0.9160 Epoch 1/2... Discriminator Loss: 1.3881... Generator Loss: 0.5768 Epoch 1/2... Discriminator Loss: 1.6308... Generator Loss: 0.9946 Epoch 1/2... Discriminator Loss: 1.1517... Generator Loss: 1.0792 Epoch 1/2... Discriminator Loss: 1.2953... Generator Loss: 0.5210
Epoch 1/2... Discriminator Loss: 1.5931... Generator Loss: 0.7604 Epoch 1/2... Discriminator Loss: 1.4537... Generator Loss: 0.6698 Epoch 1/2... Discriminator Loss: 1.5201... Generator Loss: 0.6936 Epoch 1/2... Discriminator Loss: 1.5688... Generator Loss: 0.7550 Epoch 1/2... Discriminator Loss: 1.1569... Generator Loss: 0.9013 Epoch 1/2... Discriminator Loss: 1.4506... Generator Loss: 0.5527 Epoch 1/2... Discriminator Loss: 1.4348... Generator Loss: 0.9927 Epoch 1/2... Discriminator Loss: 1.4547... Generator Loss: 0.5993 Epoch 1/2... Discriminator Loss: 1.3788... Generator Loss: 1.0860 Epoch 1/2... Discriminator Loss: 1.5286... Generator Loss: 0.5522
Epoch 1/2... Discriminator Loss: 1.1793... Generator Loss: 0.6889 Epoch 1/2... Discriminator Loss: 1.0319... Generator Loss: 1.0701 Epoch 1/2... Discriminator Loss: 1.3454... Generator Loss: 0.9401 Epoch 1/2... Discriminator Loss: 1.2949... Generator Loss: 1.6419 Epoch 1/2... Discriminator Loss: 1.4743... Generator Loss: 0.8071 Epoch 1/2... Discriminator Loss: 1.4370... Generator Loss: 1.3788 Epoch 1/2... Discriminator Loss: 1.3610... Generator Loss: 0.7119 Epoch 1/2... Discriminator Loss: 1.6114... Generator Loss: 1.5782 Epoch 1/2... Discriminator Loss: 1.5801... Generator Loss: 0.7973 Epoch 1/2... Discriminator Loss: 1.3670... Generator Loss: 0.5259
Epoch 1/2... Discriminator Loss: 1.2818... Generator Loss: 0.5838 Epoch 1/2... Discriminator Loss: 1.7269... Generator Loss: 0.7662 Epoch 1/2... Discriminator Loss: 1.3262... Generator Loss: 0.6610 Epoch 1/2... Discriminator Loss: 1.4133... Generator Loss: 0.6461 Epoch 1/2... Discriminator Loss: 1.4284... Generator Loss: 0.5123 Epoch 1/2... Discriminator Loss: 1.4586... Generator Loss: 0.7028 Epoch 1/2... Discriminator Loss: 1.3939... Generator Loss: 1.3144 Epoch 1/2... Discriminator Loss: 1.2436... Generator Loss: 0.9785 Epoch 1/2... Discriminator Loss: 1.2642... Generator Loss: 0.9559 Epoch 1/2... Discriminator Loss: 1.1164... Generator Loss: 1.2600
Epoch 1/2... Discriminator Loss: 1.3774... Generator Loss: 0.9616 Epoch 1/2... Discriminator Loss: 1.3989... Generator Loss: 0.7037 Epoch 1/2... Discriminator Loss: 1.1737... Generator Loss: 0.6201 Epoch 1/2... Discriminator Loss: 1.3224... Generator Loss: 1.1705 Epoch 1/2... Discriminator Loss: 1.4182... Generator Loss: 1.4305 Epoch 1/2... Discriminator Loss: 1.4879... Generator Loss: 0.6920 Epoch 1/2... Discriminator Loss: 1.3787... Generator Loss: 0.4832 Epoch 1/2... Discriminator Loss: 1.3522... Generator Loss: 0.6703 Epoch 1/2... Discriminator Loss: 1.3690... Generator Loss: 0.9433 Epoch 1/2... Discriminator Loss: 1.3746... Generator Loss: 0.7241
Epoch 1/2... Discriminator Loss: 1.3792... Generator Loss: 0.8301 Epoch 1/2... Discriminator Loss: 1.4481... Generator Loss: 0.7604 Epoch 1/2... Discriminator Loss: 1.4482... Generator Loss: 0.7274 Epoch 1/2... Discriminator Loss: 1.4084... Generator Loss: 0.5873 Epoch 1/2... Discriminator Loss: 1.1728... Generator Loss: 0.8538 Epoch 1/2... Discriminator Loss: 0.9287... Generator Loss: 1.7442 Epoch 1/2... Discriminator Loss: 1.1125... Generator Loss: 0.8542 Epoch 1/2... Discriminator Loss: 1.5204... Generator Loss: 0.8937 Epoch 1/2... Discriminator Loss: 1.2981... Generator Loss: 0.8008 Epoch 1/2... Discriminator Loss: 1.5301... Generator Loss: 0.6083
Epoch 1/2... Discriminator Loss: 1.4003... Generator Loss: 0.6683 Epoch 1/2... Discriminator Loss: 1.3284... Generator Loss: 0.8434 Epoch 1/2... Discriminator Loss: 1.5851... Generator Loss: 0.3949 Epoch 1/2... Discriminator Loss: 1.2549... Generator Loss: 1.1785 Epoch 1/2... Discriminator Loss: 1.1722... Generator Loss: 0.9555 Epoch 1/2... Discriminator Loss: 1.3532... Generator Loss: 0.9718 Epoch 1/2... Discriminator Loss: 1.4313... Generator Loss: 0.6084 Epoch 1/2... Discriminator Loss: 1.4426... Generator Loss: 0.6558 Epoch 1/2... Discriminator Loss: 1.1309... Generator Loss: 0.7201 Epoch 1/2... Discriminator Loss: 1.3340... Generator Loss: 0.9320
Epoch 1/2... Discriminator Loss: 1.6941... Generator Loss: 0.4563 Epoch 1/2... Discriminator Loss: 1.2866... Generator Loss: 0.8462 Epoch 1/2... Discriminator Loss: 1.2995... Generator Loss: 1.1832 Epoch 1/2... Discriminator Loss: 1.4670... Generator Loss: 0.8115 Epoch 1/2... Discriminator Loss: 1.1735... Generator Loss: 0.7298 Epoch 1/2... Discriminator Loss: 1.3099... Generator Loss: 0.7942 Epoch 1/2... Discriminator Loss: 1.3352... Generator Loss: 0.5880 Epoch 1/2... Discriminator Loss: 1.2521... Generator Loss: 0.5706 Epoch 1/2... Discriminator Loss: 1.3359... Generator Loss: 1.1997 Epoch 1/2... Discriminator Loss: 1.0796... Generator Loss: 0.7062
Epoch 1/2... Discriminator Loss: 1.2558... Generator Loss: 0.8470 Epoch 1/2... Discriminator Loss: 1.5096... Generator Loss: 0.4504 Epoch 1/2... Discriminator Loss: 1.2531... Generator Loss: 0.9614 Epoch 1/2... Discriminator Loss: 1.1658... Generator Loss: 1.2545 Epoch 1/2... Discriminator Loss: 0.8148... Generator Loss: 1.3954 Epoch 1/2... Discriminator Loss: 1.3077... Generator Loss: 0.7036 Epoch 1/2... Discriminator Loss: 1.2832... Generator Loss: 0.7624 Epoch 1/2... Discriminator Loss: 1.2275... Generator Loss: 0.9083 Epoch 1/2... Discriminator Loss: 1.6078... Generator Loss: 0.7246 Epoch 1/2... Discriminator Loss: 1.4616... Generator Loss: 0.6682
Epoch 1/2... Discriminator Loss: 1.2090... Generator Loss: 0.5823 Epoch 1/2... Discriminator Loss: 1.2760... Generator Loss: 1.0285 Epoch 1/2... Discriminator Loss: 1.4994... Generator Loss: 0.6329 Epoch 1/2... Discriminator Loss: 1.0831... Generator Loss: 1.0323 Epoch 1/2... Discriminator Loss: 1.3479... Generator Loss: 0.9353 Epoch 1/2... Discriminator Loss: 1.5975... Generator Loss: 0.6350 Epoch 1/2... Discriminator Loss: 1.5775... Generator Loss: 0.8433 Epoch 1/2... Discriminator Loss: 1.3683... Generator Loss: 0.6958 Epoch 1/2... Discriminator Loss: 1.5124... Generator Loss: 0.8901 Epoch 1/2... Discriminator Loss: 1.3536... Generator Loss: 0.6930
Epoch 1/2... Discriminator Loss: 1.2692... Generator Loss: 0.8089 Epoch 1/2... Discriminator Loss: 1.4206... Generator Loss: 0.5550 Epoch 1/2... Discriminator Loss: 1.5283... Generator Loss: 0.8345 Epoch 1/2... Discriminator Loss: 1.4299... Generator Loss: 0.5633 Epoch 1/2... Discriminator Loss: 1.2902... Generator Loss: 0.7266 Epoch 1/2... Discriminator Loss: 1.3702... Generator Loss: 0.6351 Epoch 1/2... Discriminator Loss: 1.4336... Generator Loss: 0.7859 Epoch 1/2... Discriminator Loss: 1.4148... Generator Loss: 0.7198 Epoch 1/2... Discriminator Loss: 0.9899... Generator Loss: 0.8797 Epoch 1/2... Discriminator Loss: 1.3900... Generator Loss: 0.6977
Epoch 1/2... Discriminator Loss: 1.3351... Generator Loss: 0.7519 Epoch 1/2... Discriminator Loss: 1.3314... Generator Loss: 0.7697 Epoch 1/2... Discriminator Loss: 1.4045... Generator Loss: 0.8332 Epoch 1/2... Discriminator Loss: 1.4218... Generator Loss: 0.6919 Epoch 1/2... Discriminator Loss: 1.4584... Generator Loss: 0.6817 Epoch 1/2... Discriminator Loss: 1.2711... Generator Loss: 0.8581 Epoch 1/2... Discriminator Loss: 1.4170... Generator Loss: 0.7400 Epoch 1/2... Discriminator Loss: 1.3692... Generator Loss: 0.7655 Epoch 1/2... Discriminator Loss: 1.3744... Generator Loss: 0.7761 Epoch 1/2... Discriminator Loss: 1.5173... Generator Loss: 0.5824
Epoch 1/2... Discriminator Loss: 1.4399... Generator Loss: 0.9100 Epoch 1/2... Discriminator Loss: 1.4395... Generator Loss: 0.7327 Epoch 1/2... Discriminator Loss: 1.4620... Generator Loss: 0.8145 Epoch 1/2... Discriminator Loss: 1.4830... Generator Loss: 0.7212 Epoch 1/2... Discriminator Loss: 1.5284... Generator Loss: 0.7176 Epoch 1/2... Discriminator Loss: 1.3471... Generator Loss: 0.7009 Epoch 1/2... Discriminator Loss: 1.3553... Generator Loss: 0.7274 Epoch 1/2... Discriminator Loss: 1.4013... Generator Loss: 0.7324 Epoch 1/2... Discriminator Loss: 1.4186... Generator Loss: 0.8405 Epoch 1/2... Discriminator Loss: 1.4153... Generator Loss: 0.6982
Epoch 1/2... Discriminator Loss: 1.3649... Generator Loss: 0.8633 Epoch 1/2... Discriminator Loss: 1.4010... Generator Loss: 0.8042 Epoch 1/2... Discriminator Loss: 1.4011... Generator Loss: 0.7405 Epoch 1/2... Discriminator Loss: 1.4318... Generator Loss: 0.7784 Epoch 1/2... Discriminator Loss: 1.4490... Generator Loss: 0.8176 Epoch 1/2... Discriminator Loss: 1.5043... Generator Loss: 0.7553 Epoch 1/2... Discriminator Loss: 1.4508... Generator Loss: 0.7518 Epoch 1/2... Discriminator Loss: 1.2305... Generator Loss: 0.6655 Epoch 1/2... Discriminator Loss: 1.4480... Generator Loss: 0.6471 Epoch 1/2... Discriminator Loss: 1.3901... Generator Loss: 0.8348
Epoch 1/2... Discriminator Loss: 1.5300... Generator Loss: 0.7841 Epoch 1/2... Discriminator Loss: 1.5299... Generator Loss: 0.7328 Epoch 1/2... Discriminator Loss: 1.3402... Generator Loss: 0.8199 Epoch 1/2... Discriminator Loss: 1.3886... Generator Loss: 0.6480 Epoch 1/2... Discriminator Loss: 1.3545... Generator Loss: 0.8422 Epoch 1/2... Discriminator Loss: 1.4334... Generator Loss: 0.8188 Epoch 1/2... Discriminator Loss: 1.3812... Generator Loss: 0.8390 Epoch 1/2... Discriminator Loss: 1.5212... Generator Loss: 0.7751 Epoch 1/2... Discriminator Loss: 1.4356... Generator Loss: 0.7414 Epoch 1/2... Discriminator Loss: 1.3154... Generator Loss: 0.7953
Epoch 1/2... Discriminator Loss: 1.5488... Generator Loss: 0.6004 Epoch 1/2... Discriminator Loss: 1.3412... Generator Loss: 0.8321 Epoch 1/2... Discriminator Loss: 1.5581... Generator Loss: 0.7421 Epoch 1/2... Discriminator Loss: 1.5622... Generator Loss: 0.6895 Epoch 1/2... Discriminator Loss: 1.3604... Generator Loss: 0.7972 Epoch 1/2... Discriminator Loss: 1.4106... Generator Loss: 0.8304 Epoch 1/2... Discriminator Loss: 1.3882... Generator Loss: 0.7718 Epoch 1/2... Discriminator Loss: 1.3298... Generator Loss: 0.7590 Epoch 1/2... Discriminator Loss: 1.3592... Generator Loss: 0.8382 Epoch 1/2... Discriminator Loss: 1.3371... Generator Loss: 0.7528
Epoch 1/2... Discriminator Loss: 1.3819... Generator Loss: 0.8099 Epoch 1/2... Discriminator Loss: 1.2894... Generator Loss: 0.8802 Epoch 1/2... Discriminator Loss: 1.4204... Generator Loss: 0.6068 Epoch 1/2... Discriminator Loss: 1.4517... Generator Loss: 0.7937 Epoch 1/2... Discriminator Loss: 1.4319... Generator Loss: 0.7347 Epoch 1/2... Discriminator Loss: 1.3531... Generator Loss: 0.9174 Epoch 1/2... Discriminator Loss: 1.3797... Generator Loss: 0.8052 Epoch 1/2... Discriminator Loss: 1.3324... Generator Loss: 0.7858 Epoch 1/2... Discriminator Loss: 1.3487... Generator Loss: 0.8701 Epoch 1/2... Discriminator Loss: 1.2859... Generator Loss: 0.7203
Epoch 1/2... Discriminator Loss: 1.3676... Generator Loss: 0.7948 Epoch 1/2... Discriminator Loss: 1.5316... Generator Loss: 0.7045 Epoch 1/2... Discriminator Loss: 1.3506... Generator Loss: 1.0453 Epoch 1/2... Discriminator Loss: 1.4217... Generator Loss: 0.7996 Epoch 1/2... Discriminator Loss: 1.3840... Generator Loss: 0.6583 Epoch 1/2... Discriminator Loss: 1.3400... Generator Loss: 0.6929 Epoch 1/2... Discriminator Loss: 1.3534... Generator Loss: 0.7599 Epoch 1/2... Discriminator Loss: 1.6106... Generator Loss: 0.5623 Epoch 1/2... Discriminator Loss: 1.5831... Generator Loss: 0.5664 Epoch 1/2... Discriminator Loss: 1.4147... Generator Loss: 0.7833
Epoch 1/2... Discriminator Loss: 1.3459... Generator Loss: 0.7470 Epoch 1/2... Discriminator Loss: 1.4748... Generator Loss: 0.7248 Epoch 1/2... Discriminator Loss: 1.4852... Generator Loss: 0.7811 Epoch 1/2... Discriminator Loss: 1.3725... Generator Loss: 0.8063 Epoch 1/2... Discriminator Loss: 1.4327... Generator Loss: 0.8495 Epoch 1/2... Discriminator Loss: 1.4186... Generator Loss: 0.7121 Epoch 1/2... Discriminator Loss: 1.3610... Generator Loss: 0.7430 Epoch 1/2... Discriminator Loss: 1.4747... Generator Loss: 0.6717 Epoch 1/2... Discriminator Loss: 1.4033... Generator Loss: 0.6648 Epoch 1/2... Discriminator Loss: 1.3428... Generator Loss: 0.9403
Epoch 1/2... Discriminator Loss: 1.3264... Generator Loss: 0.8406 Epoch 1/2... Discriminator Loss: 1.3803... Generator Loss: 0.6634 Epoch 1/2... Discriminator Loss: 1.2617... Generator Loss: 1.0505 Epoch 1/2... Discriminator Loss: 1.3623... Generator Loss: 0.7294 Epoch 1/2... Discriminator Loss: 1.2719... Generator Loss: 0.9194 Epoch 1/2... Discriminator Loss: 1.4887... Generator Loss: 0.7103 Epoch 1/2... Discriminator Loss: 1.4765... Generator Loss: 0.7520 Epoch 1/2... Discriminator Loss: 1.3884... Generator Loss: 0.7907 Epoch 1/2... Discriminator Loss: 1.2897... Generator Loss: 0.7930 Epoch 1/2... Discriminator Loss: 1.4037... Generator Loss: 0.6843
Epoch 1/2... Discriminator Loss: 1.5180... Generator Loss: 0.7602 Epoch 1/2... Discriminator Loss: 1.3909... Generator Loss: 0.7651 Epoch 1/2... Discriminator Loss: 1.3615... Generator Loss: 0.6582 Epoch 1/2... Discriminator Loss: 1.2720... Generator Loss: 0.8280 Epoch 1/2... Discriminator Loss: 1.3333... Generator Loss: 0.7433 Epoch 1/2... Discriminator Loss: 1.4224... Generator Loss: 0.6118 Epoch 1/2... Discriminator Loss: 1.2928... Generator Loss: 0.8423 Epoch 1/2... Discriminator Loss: 1.5466... Generator Loss: 0.6508 Epoch 1/2... Discriminator Loss: 1.4465... Generator Loss: 0.7972 Epoch 1/2... Discriminator Loss: 1.3837... Generator Loss: 0.7483
Epoch 1/2... Discriminator Loss: 1.3525... Generator Loss: 0.7699 Epoch 1/2... Discriminator Loss: 1.3826... Generator Loss: 0.6332 Epoch 1/2... Discriminator Loss: 1.5865... Generator Loss: 0.7097 Epoch 1/2... Discriminator Loss: 1.4731... Generator Loss: 0.8979 Epoch 1/2... Discriminator Loss: 1.4331... Generator Loss: 0.6557 Epoch 1/2... Discriminator Loss: 1.4757... Generator Loss: 0.9084 Epoch 1/2... Discriminator Loss: 1.4147... Generator Loss: 0.8158 Epoch 1/2... Discriminator Loss: 1.4696... Generator Loss: 0.5698 Epoch 1/2... Discriminator Loss: 1.4336... Generator Loss: 0.7271 Epoch 1/2... Discriminator Loss: 1.3292... Generator Loss: 0.8458
Epoch 1/2... Discriminator Loss: 1.4035... Generator Loss: 0.6809 Epoch 1/2... Discriminator Loss: 1.3737... Generator Loss: 0.7351 Epoch 1/2... Discriminator Loss: 1.4195... Generator Loss: 0.8485 Epoch 1/2... Discriminator Loss: 1.3254... Generator Loss: 0.7821 Epoch 1/2... Discriminator Loss: 1.3084... Generator Loss: 0.7975 Epoch 1/2... Discriminator Loss: 1.4027... Generator Loss: 0.7570 Epoch 1/2... Discriminator Loss: 1.3972... Generator Loss: 0.8541 Epoch 1/2... Discriminator Loss: 1.3547... Generator Loss: 0.9328 Epoch 1/2... Discriminator Loss: 1.3289... Generator Loss: 0.8923 Epoch 1/2... Discriminator Loss: 1.3917... Generator Loss: 0.7517
Epoch 1/2... Discriminator Loss: 1.3730... Generator Loss: 0.8559 Epoch 1/2... Discriminator Loss: 1.3692... Generator Loss: 0.6951 Epoch 1/2... Discriminator Loss: 1.4210... Generator Loss: 0.7643 Epoch 1/2... Discriminator Loss: 1.4183... Generator Loss: 0.5701 Epoch 1/2... Discriminator Loss: 1.4183... Generator Loss: 0.8721 Epoch 1/2... Discriminator Loss: 1.3920... Generator Loss: 0.6575 Epoch 1/2... Discriminator Loss: 1.2841... Generator Loss: 0.8749 Epoch 1/2... Discriminator Loss: 1.3463... Generator Loss: 0.8343 Epoch 1/2... Discriminator Loss: 1.4739... Generator Loss: 0.8716 Epoch 1/2... Discriminator Loss: 1.3602... Generator Loss: 0.7530
Epoch 1/2... Discriminator Loss: 1.3360... Generator Loss: 0.8333 Epoch 1/2... Discriminator Loss: 1.3742... Generator Loss: 0.7425 Epoch 1/2... Discriminator Loss: 1.3885... Generator Loss: 0.9033 Epoch 1/2... Discriminator Loss: 1.3442... Generator Loss: 0.7331 Epoch 1/2... Discriminator Loss: 1.4110... Generator Loss: 0.8015 Epoch 1/2... Discriminator Loss: 1.4185... Generator Loss: 0.8430 Epoch 1/2... Discriminator Loss: 1.3791... Generator Loss: 0.7599 Epoch 1/2... Discriminator Loss: 1.3771... Generator Loss: 0.9223 Epoch 1/2... Discriminator Loss: 1.4205... Generator Loss: 0.7334 Epoch 1/2... Discriminator Loss: 1.3731... Generator Loss: 0.7558
Epoch 1/2... Discriminator Loss: 1.4463... Generator Loss: 0.8496 Epoch 1/2... Discriminator Loss: 1.3752... Generator Loss: 0.7625 Epoch 1/2... Discriminator Loss: 1.3929... Generator Loss: 0.7131 Epoch 1/2... Discriminator Loss: 1.4055... Generator Loss: 0.6454 Epoch 1/2... Discriminator Loss: 1.3292... Generator Loss: 0.8205 Epoch 1/2... Discriminator Loss: 1.4994... Generator Loss: 0.7556 Epoch 1/2... Discriminator Loss: 1.3013... Generator Loss: 0.7574 Epoch 1/2... Discriminator Loss: 1.4079... Generator Loss: 0.6318 Epoch 1/2... Discriminator Loss: 1.4152... Generator Loss: 0.7832 Epoch 1/2... Discriminator Loss: 1.3881... Generator Loss: 0.7271
Epoch 1/2... Discriminator Loss: 1.2984... Generator Loss: 0.9091 Epoch 1/2... Discriminator Loss: 1.3429... Generator Loss: 0.8506 Epoch 1/2... Discriminator Loss: 1.3400... Generator Loss: 0.7965 Epoch 1/2... Discriminator Loss: 1.2481... Generator Loss: 0.7455 Epoch 1/2... Discriminator Loss: 1.3784... Generator Loss: 0.7772 Epoch 1/2... Discriminator Loss: 1.3572... Generator Loss: 0.8319 Epoch 1/2... Discriminator Loss: 1.4206... Generator Loss: 0.9480 Epoch 1/2... Discriminator Loss: 1.3833... Generator Loss: 0.8956 Epoch 1/2... Discriminator Loss: 1.4217... Generator Loss: 0.7518 Epoch 1/2... Discriminator Loss: 1.2876... Generator Loss: 0.6669
Epoch 1/2... Discriminator Loss: 1.6353... Generator Loss: 0.4525 Epoch 1/2... Discriminator Loss: 1.3512... Generator Loss: 0.7895 Epoch 1/2... Discriminator Loss: 1.3787... Generator Loss: 0.8000 Epoch 1/2... Discriminator Loss: 1.3295... Generator Loss: 0.6990 Epoch 1/2... Discriminator Loss: 1.3807... Generator Loss: 0.7767 Epoch 1/2... Discriminator Loss: 1.3392... Generator Loss: 0.7654 Epoch 1/2... Discriminator Loss: 1.3532... Generator Loss: 0.8611 Epoch 1/2... Discriminator Loss: 1.4512... Generator Loss: 0.7114 Epoch 1/2... Discriminator Loss: 1.3020... Generator Loss: 0.8376 Epoch 1/2... Discriminator Loss: 1.4606... Generator Loss: 0.8604
Epoch 1/2... Discriminator Loss: 1.4035... Generator Loss: 0.7784 Epoch 1/2... Discriminator Loss: 1.3904... Generator Loss: 0.7172 Epoch 1/2... Discriminator Loss: 1.3842... Generator Loss: 0.8053 Epoch 1/2... Discriminator Loss: 1.4337... Generator Loss: 0.7260 Epoch 1/2... Discriminator Loss: 1.3776... Generator Loss: 0.7919 Epoch 1/2... Discriminator Loss: 1.3650... Generator Loss: 0.7424 Epoch 1/2... Discriminator Loss: 1.4917... Generator Loss: 0.8024 Epoch 1/2... Discriminator Loss: 1.3948... Generator Loss: 0.8548 Epoch 1/2... Discriminator Loss: 1.3792... Generator Loss: 0.8622 Epoch 1/2... Discriminator Loss: 1.3958... Generator Loss: 0.7065
Epoch 1/2... Discriminator Loss: 1.4156... Generator Loss: 0.8140 Epoch 1/2... Discriminator Loss: 1.4582... Generator Loss: 0.7421 Epoch 1/2... Discriminator Loss: 1.3657... Generator Loss: 0.7015 Epoch 1/2... Discriminator Loss: 1.3286... Generator Loss: 0.7735 Epoch 1/2... Discriminator Loss: 1.3680... Generator Loss: 0.8713 Epoch 1/2... Discriminator Loss: 1.3546... Generator Loss: 0.7605 Epoch 1/2... Discriminator Loss: 1.4711... Generator Loss: 0.7570 Epoch 1/2... Discriminator Loss: 1.4137... Generator Loss: 0.7411 Epoch 1/2... Discriminator Loss: 1.3201... Generator Loss: 0.7777 Epoch 1/2... Discriminator Loss: 1.4645... Generator Loss: 0.7388
Epoch 1/2... Discriminator Loss: 1.3940... Generator Loss: 0.8147 Epoch 1/2... Discriminator Loss: 1.3715... Generator Loss: 0.7970 Epoch 1/2... Discriminator Loss: 1.3391... Generator Loss: 0.8726 Epoch 1/2... Discriminator Loss: 1.3391... Generator Loss: 0.8302 Epoch 1/2... Discriminator Loss: 1.3871... Generator Loss: 0.7212 Epoch 1/2... Discriminator Loss: 1.2772... Generator Loss: 0.6784 Epoch 1/2... Discriminator Loss: 1.3433... Generator Loss: 0.6457 Epoch 1/2... Discriminator Loss: 1.3752... Generator Loss: 0.7623 Epoch 1/2... Discriminator Loss: 1.3639... Generator Loss: 0.6510 Epoch 1/2... Discriminator Loss: 1.3885... Generator Loss: 0.8387
Epoch 1/2... Discriminator Loss: 1.3448... Generator Loss: 0.7820 Epoch 1/2... Discriminator Loss: 1.2428... Generator Loss: 0.8879 Epoch 1/2... Discriminator Loss: 1.4114... Generator Loss: 0.8010 Epoch 1/2... Discriminator Loss: 1.4108... Generator Loss: 0.7512 Epoch 1/2... Discriminator Loss: 1.4251... Generator Loss: 0.7050 Epoch 1/2... Discriminator Loss: 1.3055... Generator Loss: 0.8424 Epoch 1/2... Discriminator Loss: 1.4550... Generator Loss: 0.8646 Epoch 1/2... Discriminator Loss: 1.3986... Generator Loss: 0.7797 Epoch 1/2... Discriminator Loss: 1.4792... Generator Loss: 0.7345 Epoch 1/2... Discriminator Loss: 1.3658... Generator Loss: 0.6898
Epoch 1/2... Discriminator Loss: 1.3849... Generator Loss: 0.7997 Epoch 1/2... Discriminator Loss: 1.3465... Generator Loss: 1.0123 Epoch 1/2... Discriminator Loss: 1.3929... Generator Loss: 0.8053 Epoch 1/2... Discriminator Loss: 1.3493... Generator Loss: 0.7631 Epoch 1/2... Discriminator Loss: 1.4307... Generator Loss: 0.7904 Epoch 1/2... Discriminator Loss: 1.3693... Generator Loss: 0.7095 Epoch 1/2... Discriminator Loss: 1.3992... Generator Loss: 0.8705 Epoch 1/2... Discriminator Loss: 1.3495... Generator Loss: 0.7670 Epoch 1/2... Discriminator Loss: 1.4201... Generator Loss: 0.7884 Epoch 1/2... Discriminator Loss: 1.4538... Generator Loss: 0.8020
Epoch 1/2... Discriminator Loss: 1.3760... Generator Loss: 0.7771 Epoch 1/2... Discriminator Loss: 1.4578... Generator Loss: 0.8883 Epoch 1/2... Discriminator Loss: 1.4036... Generator Loss: 0.8275 Epoch 1/2... Discriminator Loss: 1.3923... Generator Loss: 0.8444 Epoch 1/2... Discriminator Loss: 1.3807... Generator Loss: 0.6705 Epoch 1/2... Discriminator Loss: 1.3651... Generator Loss: 0.7414 Epoch 1/2... Discriminator Loss: 1.2328... Generator Loss: 0.9754 Epoch 1/2... Discriminator Loss: 1.3935... Generator Loss: 0.7629 Epoch 1/2... Discriminator Loss: 1.4356... Generator Loss: 0.6764 Epoch 1/2... Discriminator Loss: 1.3401... Generator Loss: 0.6891
Epoch 1/2... Discriminator Loss: 1.3601... Generator Loss: 0.8278 Epoch 1/2... Discriminator Loss: 1.3676... Generator Loss: 0.8401 Epoch 1/2... Discriminator Loss: 1.3271... Generator Loss: 0.7389 Epoch 1/2... Discriminator Loss: 1.4368... Generator Loss: 0.7363 Epoch 1/2... Discriminator Loss: 1.5103... Generator Loss: 0.7047 Epoch 1/2... Discriminator Loss: 1.3715... Generator Loss: 0.8684 Epoch 1/2... Discriminator Loss: 1.3651... Generator Loss: 0.8691 Epoch 1/2... Discriminator Loss: 1.4627... Generator Loss: 0.8058 Epoch 1/2... Discriminator Loss: 1.3579... Generator Loss: 0.6667 Epoch 1/2... Discriminator Loss: 1.4477... Generator Loss: 0.8157
Epoch 1/2... Discriminator Loss: 1.3128... Generator Loss: 0.7159 Epoch 1/2... Discriminator Loss: 1.2940... Generator Loss: 0.5966 Epoch 1/2... Discriminator Loss: 1.4133... Generator Loss: 0.7496 Epoch 1/2... Discriminator Loss: 1.4117... Generator Loss: 0.7182 Epoch 1/2... Discriminator Loss: 1.3579... Generator Loss: 0.7558 Epoch 1/2... Discriminator Loss: 1.3562... Generator Loss: 0.7860 Epoch 1/2... Discriminator Loss: 1.2930... Generator Loss: 0.9816 Epoch 1/2... Discriminator Loss: 1.3981... Generator Loss: 0.7445 Epoch 1/2... Discriminator Loss: 1.3127... Generator Loss: 0.7097 Epoch 1/2... Discriminator Loss: 1.3724... Generator Loss: 0.6915
Epoch 1/2... Discriminator Loss: 1.3864... Generator Loss: 0.8346 Epoch 1/2... Discriminator Loss: 1.3237... Generator Loss: 0.7573 Epoch 1/2... Discriminator Loss: 1.3964... Generator Loss: 0.7392 Epoch 1/2... Discriminator Loss: 1.2531... Generator Loss: 0.7299 Epoch 1/2... Discriminator Loss: 1.4370... Generator Loss: 0.8904 Epoch 1/2... Discriminator Loss: 1.2485... Generator Loss: 0.8138 Epoch 1/2... Discriminator Loss: 1.2597... Generator Loss: 0.7474 Epoch 1/2... Discriminator Loss: 1.4918... Generator Loss: 0.5201 Epoch 1/2... Discriminator Loss: 1.2812... Generator Loss: 0.7599 Epoch 1/2... Discriminator Loss: 1.3536... Generator Loss: 0.8557
Epoch 1/2... Discriminator Loss: 1.4399... Generator Loss: 0.7145 Epoch 1/2... Discriminator Loss: 1.4140... Generator Loss: 0.8350 Epoch 1/2... Discriminator Loss: 1.2903... Generator Loss: 0.8442 Epoch 1/2... Discriminator Loss: 1.3837... Generator Loss: 0.8245 Epoch 1/2... Discriminator Loss: 1.2568... Generator Loss: 0.8704 Epoch 1/2... Discriminator Loss: 1.2715... Generator Loss: 0.6870 Epoch 1/2... Discriminator Loss: 1.3886... Generator Loss: 0.8171 Epoch 1/2... Discriminator Loss: 1.3026... Generator Loss: 0.8299 Epoch 1/2... Discriminator Loss: 1.3536... Generator Loss: 0.8184 Epoch 1/2... Discriminator Loss: 1.3276... Generator Loss: 0.7064
Epoch 1/2... Discriminator Loss: 1.3023... Generator Loss: 0.8646 Epoch 1/2... Discriminator Loss: 1.3767... Generator Loss: 0.7487 Epoch 1/2... Discriminator Loss: 1.3183... Generator Loss: 0.7535 Epoch 1/2... Discriminator Loss: 1.3698... Generator Loss: 0.7806 Epoch 1/2... Discriminator Loss: 1.5067... Generator Loss: 0.7838 Epoch 1/2... Discriminator Loss: 1.4852... Generator Loss: 0.7938 Epoch 1/2... Discriminator Loss: 1.4060... Generator Loss: 0.6898 Epoch 1/2... Discriminator Loss: 1.3662... Generator Loss: 0.7422 Epoch 1/2... Discriminator Loss: 1.4221... Generator Loss: 0.7001 Epoch 1/2... Discriminator Loss: 1.3144... Generator Loss: 0.7253
Epoch 1/2... Discriminator Loss: 1.2128... Generator Loss: 0.7547 Epoch 1/2... Discriminator Loss: 1.4062... Generator Loss: 0.8617 Epoch 1/2... Discriminator Loss: 1.2920... Generator Loss: 0.9020 Epoch 1/2... Discriminator Loss: 1.4787... Generator Loss: 0.7089 Epoch 1/2... Discriminator Loss: 1.3742... Generator Loss: 0.7434 Epoch 1/2... Discriminator Loss: 1.4308... Generator Loss: 0.7560 Epoch 1/2... Discriminator Loss: 1.4743... Generator Loss: 0.6429 Epoch 1/2... Discriminator Loss: 1.3496... Generator Loss: 0.8874 Epoch 1/2... Discriminator Loss: 1.4206... Generator Loss: 0.6937 Epoch 1/2... Discriminator Loss: 1.4060... Generator Loss: 0.7610
Epoch 1/2... Discriminator Loss: 1.3383... Generator Loss: 0.7291 Epoch 1/2... Discriminator Loss: 1.3082... Generator Loss: 0.8557 Epoch 1/2... Discriminator Loss: 1.3085... Generator Loss: 0.8077 Epoch 1/2... Discriminator Loss: 1.3554... Generator Loss: 0.7349 Epoch 1/2... Discriminator Loss: 1.2467... Generator Loss: 0.7495 Epoch 1/2... Discriminator Loss: 1.3972... Generator Loss: 0.7223 Epoch 1/2... Discriminator Loss: 1.4013... Generator Loss: 0.7053 Epoch 1/2... Discriminator Loss: 1.3380... Generator Loss: 0.6839 Epoch 1/2... Discriminator Loss: 1.1711... Generator Loss: 0.7703 Epoch 1/2... Discriminator Loss: 1.3949... Generator Loss: 0.7273
Epoch 1/2... Discriminator Loss: 1.4162... Generator Loss: 0.8497 Epoch 1/2... Discriminator Loss: 1.4207... Generator Loss: 0.7308 Epoch 1/2... Discriminator Loss: 1.3459... Generator Loss: 0.8476 Epoch 1/2... Discriminator Loss: 1.3506... Generator Loss: 0.9672 Epoch 1/2... Discriminator Loss: 1.4102... Generator Loss: 0.7415 Epoch 1/2... Discriminator Loss: 1.4324... Generator Loss: 0.7342 Epoch 1/2... Discriminator Loss: 1.3281... Generator Loss: 0.9165 Epoch 1/2... Discriminator Loss: 1.4525... Generator Loss: 0.8443 Epoch 1/2... Discriminator Loss: 1.3345... Generator Loss: 0.7318 Epoch 1/2... Discriminator Loss: 1.4336... Generator Loss: 0.9636
Epoch 1/2... Discriminator Loss: 1.3433... Generator Loss: 0.8030 Epoch 1/2... Discriminator Loss: 1.4000... Generator Loss: 0.7780 Epoch 1/2... Discriminator Loss: 1.5271... Generator Loss: 0.7321 Epoch 1/2... Discriminator Loss: 1.4248... Generator Loss: 0.8944 Epoch 1/2... Discriminator Loss: 1.4102... Generator Loss: 0.7758 Epoch 1/2... Discriminator Loss: 1.3513... Generator Loss: 0.7808 Epoch 1/2... Discriminator Loss: 1.3558... Generator Loss: 0.6308 Epoch 1/2... Discriminator Loss: 1.3356... Generator Loss: 0.7911 Epoch 1/2... Discriminator Loss: 1.3832... Generator Loss: 0.7692 Epoch 1/2... Discriminator Loss: 1.4638... Generator Loss: 0.7693
Epoch 1/2... Discriminator Loss: 1.3525... Generator Loss: 0.7763 Epoch 1/2... Discriminator Loss: 1.3830... Generator Loss: 0.7738 Epoch 1/2... Discriminator Loss: 1.4362... Generator Loss: 0.7830 Epoch 1/2... Discriminator Loss: 1.3066... Generator Loss: 0.8142 Epoch 1/2... Discriminator Loss: 1.4210... Generator Loss: 0.7638 Epoch 1/2... Discriminator Loss: 1.4230... Generator Loss: 0.7476 Epoch 1/2... Discriminator Loss: 1.3337... Generator Loss: 0.8574 Epoch 1/2... Discriminator Loss: 1.4518... Generator Loss: 0.7242 Epoch 1/2... Discriminator Loss: 1.3297... Generator Loss: 0.7850 Epoch 1/2... Discriminator Loss: 1.4403... Generator Loss: 0.6381
Epoch 1/2... Discriminator Loss: 1.3442... Generator Loss: 0.7788 Epoch 1/2... Discriminator Loss: 1.3588... Generator Loss: 0.8383 Epoch 1/2... Discriminator Loss: 1.3530... Generator Loss: 0.7877 Epoch 1/2... Discriminator Loss: 1.4034... Generator Loss: 0.8191 Epoch 1/2... Discriminator Loss: 1.3947... Generator Loss: 0.8311 Epoch 1/2... Discriminator Loss: 1.3895... Generator Loss: 0.7744 Epoch 1/2... Discriminator Loss: 1.4162... Generator Loss: 0.8079 Epoch 1/2... Discriminator Loss: 1.4240... Generator Loss: 0.7243 Epoch 1/2... Discriminator Loss: 1.3585... Generator Loss: 0.7388 Epoch 1/2... Discriminator Loss: 1.3790... Generator Loss: 0.8422
Epoch 1/2... Discriminator Loss: 1.4032... Generator Loss: 0.8047 Epoch 1/2... Discriminator Loss: 1.3888... Generator Loss: 0.8113 Epoch 1/2... Discriminator Loss: 1.3710... Generator Loss: 0.7414 Epoch 1/2... Discriminator Loss: 1.3499... Generator Loss: 0.8059 Epoch 1/2... Discriminator Loss: 1.4062... Generator Loss: 0.7729 Epoch 1/2... Discriminator Loss: 1.3985... Generator Loss: 0.8520 Epoch 1/2... Discriminator Loss: 1.2926... Generator Loss: 0.7481 Epoch 1/2... Discriminator Loss: 1.3953... Generator Loss: 0.7978 Epoch 1/2... Discriminator Loss: 1.3573... Generator Loss: 0.7626 Epoch 1/2... Discriminator Loss: 1.3557... Generator Loss: 0.6570
Epoch 1/2... Discriminator Loss: 1.4114... Generator Loss: 0.7763 Epoch 1/2... Discriminator Loss: 1.3447... Generator Loss: 0.6885 Epoch 1/2... Discriminator Loss: 1.3786... Generator Loss: 0.7621 Epoch 1/2... Discriminator Loss: 1.3443... Generator Loss: 0.7397 Epoch 1/2... Discriminator Loss: 1.3734... Generator Loss: 0.8255 Epoch 1/2... Discriminator Loss: 1.3667... Generator Loss: 0.7381 Epoch 1/2... Discriminator Loss: 1.3697... Generator Loss: 0.7205 Epoch 1/2... Discriminator Loss: 1.3898... Generator Loss: 0.7725 Epoch 1/2... Discriminator Loss: 1.3556... Generator Loss: 0.7457 Epoch 1/2... Discriminator Loss: 1.2539... Generator Loss: 0.8050
Epoch 1/2... Discriminator Loss: 1.3263... Generator Loss: 0.8377 Epoch 1/2... Discriminator Loss: 1.3948... Generator Loss: 0.8398 Epoch 1/2... Discriminator Loss: 1.3717... Generator Loss: 0.8120 Epoch 1/2... Discriminator Loss: 1.3803... Generator Loss: 0.8126 Epoch 1/2... Discriminator Loss: 1.4007... Generator Loss: 0.7412 Epoch 1/2... Discriminator Loss: 1.3589... Generator Loss: 0.7335 Epoch 1/2... Discriminator Loss: 1.4249... Generator Loss: 0.7295 Epoch 1/2... Discriminator Loss: 1.3523... Generator Loss: 0.8086 Epoch 1/2... Discriminator Loss: 1.4242... Generator Loss: 0.7084 Epoch 1/2... Discriminator Loss: 1.4460... Generator Loss: 0.8463
Epoch 1/2... Discriminator Loss: 1.3666... Generator Loss: 0.7497 Epoch 1/2... Discriminator Loss: 1.5777... Generator Loss: 0.6036 Epoch 1/2... Discriminator Loss: 1.4122... Generator Loss: 0.6820 Epoch 1/2... Discriminator Loss: 1.2960... Generator Loss: 0.7065 Epoch 1/2... Discriminator Loss: 1.4705... Generator Loss: 0.6681 Epoch 1/2... Discriminator Loss: 1.3751... Generator Loss: 0.7076 Epoch 1/2... Discriminator Loss: 1.3883... Generator Loss: 0.7706 Epoch 1/2... Discriminator Loss: 1.3766... Generator Loss: 0.7637 Epoch 1/2... Discriminator Loss: 1.3428... Generator Loss: 0.8276 Epoch 1/2... Discriminator Loss: 1.4086... Generator Loss: 0.6108
Epoch 1/2... Discriminator Loss: 1.4227... Generator Loss: 0.7929 Epoch 1/2... Discriminator Loss: 1.3897... Generator Loss: 0.8357 Epoch 1/2... Discriminator Loss: 1.4074... Generator Loss: 0.7964 Epoch 1/2... Discriminator Loss: 1.3691... Generator Loss: 0.7528 Epoch 1/2... Discriminator Loss: 1.3523... Generator Loss: 0.7438 Epoch 1/2... Discriminator Loss: 1.3882... Generator Loss: 0.8287 Epoch 1/2... Discriminator Loss: 1.4472... Generator Loss: 0.7800 Epoch 1/2... Discriminator Loss: 1.2987... Generator Loss: 0.7687 Epoch 1/2... Discriminator Loss: 1.3652... Generator Loss: 0.8214 Epoch 1/2... Discriminator Loss: 1.3757... Generator Loss: 0.8053
Epoch 1/2... Discriminator Loss: 1.3726... Generator Loss: 0.7594 Epoch 1/2... Discriminator Loss: 1.4454... Generator Loss: 0.7381 Epoch 1/2... Discriminator Loss: 1.3233... Generator Loss: 0.9500 Epoch 1/2... Discriminator Loss: 1.3647... Generator Loss: 0.7149 Epoch 1/2... Discriminator Loss: 1.3598... Generator Loss: 0.8339 Epoch 1/2... Discriminator Loss: 1.4194... Generator Loss: 0.7774 Epoch 1/2... Discriminator Loss: 1.3988... Generator Loss: 0.8451 Epoch 1/2... Discriminator Loss: 1.3438... Generator Loss: 0.8664 Epoch 1/2... Discriminator Loss: 1.3091... Generator Loss: 0.8383 Epoch 1/2... Discriminator Loss: 1.3326... Generator Loss: 0.7898
Epoch 1/2... Discriminator Loss: 1.2870... Generator Loss: 0.7784 Epoch 1/2... Discriminator Loss: 1.3824... Generator Loss: 0.7153 Epoch 1/2... Discriminator Loss: 1.3441... Generator Loss: 0.7716 Epoch 1/2... Discriminator Loss: 1.3827... Generator Loss: 0.7317 Epoch 1/2... Discriminator Loss: 1.3163... Generator Loss: 0.7845 Epoch 1/2... Discriminator Loss: 1.3544... Generator Loss: 0.7799 Epoch 1/2... Discriminator Loss: 1.3778... Generator Loss: 0.8257 Epoch 1/2... Discriminator Loss: 1.3170... Generator Loss: 0.8980 Epoch 1/2... Discriminator Loss: 1.2680... Generator Loss: 0.7588 Epoch 1/2... Discriminator Loss: 1.2843... Generator Loss: 0.8324
Epoch 1/2... Discriminator Loss: 1.3771... Generator Loss: 0.7720 Epoch 1/2... Discriminator Loss: 1.4368... Generator Loss: 0.7776 Epoch 1/2... Discriminator Loss: 1.4350... Generator Loss: 0.6971 Epoch 1/2... Discriminator Loss: 1.3795... Generator Loss: 0.7186 Epoch 1/2... Discriminator Loss: 1.3687... Generator Loss: 0.8361 Epoch 1/2... Discriminator Loss: 1.3670... Generator Loss: 0.7831 Epoch 1/2... Discriminator Loss: 1.3875... Generator Loss: 0.8655 Epoch 1/2... Discriminator Loss: 1.3577... Generator Loss: 0.8013 Epoch 1/2... Discriminator Loss: 1.4111... Generator Loss: 0.7913 Epoch 1/2... Discriminator Loss: 1.3962... Generator Loss: 0.7008
Epoch 1/2... Discriminator Loss: 1.3867... Generator Loss: 0.8329 Epoch 1/2... Discriminator Loss: 1.3912... Generator Loss: 0.6940 Epoch 1/2... Discriminator Loss: 1.3717... Generator Loss: 0.8268 Epoch 1/2... Discriminator Loss: 1.3876... Generator Loss: 0.8039 Epoch 1/2... Discriminator Loss: 1.3864... Generator Loss: 0.8127 Epoch 1/2... Discriminator Loss: 1.3819... Generator Loss: 0.7801 Epoch 1/2... Discriminator Loss: 1.4026... Generator Loss: 0.7697 Epoch 1/2... Discriminator Loss: 1.3627... Generator Loss: 0.8906 Epoch 1/2... Discriminator Loss: 1.3970... Generator Loss: 0.7899 Epoch 1/2... Discriminator Loss: 1.3556... Generator Loss: 0.7893
Epoch 1/2... Discriminator Loss: 1.3477... Generator Loss: 0.8017 Epoch 1/2... Discriminator Loss: 1.3468... Generator Loss: 0.8601 Epoch 1/2... Discriminator Loss: 1.4237... Generator Loss: 0.7942 Epoch 1/2... Discriminator Loss: 1.3405... Generator Loss: 0.7460 Epoch 1/2... Discriminator Loss: 1.3869... Generator Loss: 0.8022 Epoch 1/2... Discriminator Loss: 1.3757... Generator Loss: 0.8571 Epoch 1/2... Discriminator Loss: 1.3482... Generator Loss: 0.7138 Epoch 1/2... Discriminator Loss: 1.3981... Generator Loss: 0.7792 Epoch 1/2... Discriminator Loss: 1.3656... Generator Loss: 0.7701 Epoch 1/2... Discriminator Loss: 1.2792... Generator Loss: 0.7566
Epoch 1/2... Discriminator Loss: 1.5280... Generator Loss: 0.6941 Epoch 1/2... Discriminator Loss: 1.3866... Generator Loss: 0.8098 Epoch 1/2... Discriminator Loss: 1.4295... Generator Loss: 0.6774 Epoch 1/2... Discriminator Loss: 1.2569... Generator Loss: 0.7680 Epoch 1/2... Discriminator Loss: 1.3901... Generator Loss: 0.7902 Epoch 1/2... Discriminator Loss: 1.3361... Generator Loss: 0.8492 Epoch 1/2... Discriminator Loss: 1.3857... Generator Loss: 0.7942 Epoch 1/2... Discriminator Loss: 1.3389... Generator Loss: 0.7995 Epoch 1/2... Discriminator Loss: 1.3397... Generator Loss: 0.7997 Epoch 1/2... Discriminator Loss: 1.3385... Generator Loss: 0.7912
Epoch 1/2... Discriminator Loss: 1.4330... Generator Loss: 0.7502 Epoch 1/2... Discriminator Loss: 1.3955... Generator Loss: 0.8365 Epoch 1/2... Discriminator Loss: 1.4019... Generator Loss: 0.7835 Epoch 1/2... Discriminator Loss: 1.3362... Generator Loss: 0.8400 Epoch 1/2... Discriminator Loss: 1.3723... Generator Loss: 0.7449 Epoch 1/2... Discriminator Loss: 1.3811... Generator Loss: 0.8242 Epoch 1/2... Discriminator Loss: 1.3220... Generator Loss: 0.7836 Epoch 1/2... Discriminator Loss: 1.3828... Generator Loss: 0.7882 Epoch 1/2... Discriminator Loss: 1.3908... Generator Loss: 0.8290 Epoch 1/2... Discriminator Loss: 1.3899... Generator Loss: 0.7873
Epoch 1/2... Discriminator Loss: 1.3958... Generator Loss: 0.7444 Epoch 1/2... Discriminator Loss: 1.3790... Generator Loss: 0.8068 Epoch 1/2... Discriminator Loss: 1.3791... Generator Loss: 0.8261 Epoch 1/2... Discriminator Loss: 1.3964... Generator Loss: 0.7571 Epoch 1/2... Discriminator Loss: 1.3327... Generator Loss: 0.8076 Epoch 1/2... Discriminator Loss: 1.3245... Generator Loss: 0.7419 Epoch 1/2... Discriminator Loss: 1.3498... Generator Loss: 0.8720 Epoch 1/2... Discriminator Loss: 1.3506... Generator Loss: 0.7800 Epoch 1/2... Discriminator Loss: 1.3775... Generator Loss: 0.8401 Epoch 1/2... Discriminator Loss: 1.3584... Generator Loss: 0.7731
Epoch 1/2... Discriminator Loss: 1.3317... Generator Loss: 0.8226 Epoch 1/2... Discriminator Loss: 1.3267... Generator Loss: 0.8576 Epoch 1/2... Discriminator Loss: 1.3784... Generator Loss: 0.7119 Epoch 1/2... Discriminator Loss: 1.3761... Generator Loss: 0.8106 Epoch 1/2... Discriminator Loss: 1.4196... Generator Loss: 0.7513 Epoch 1/2... Discriminator Loss: 1.3782... Generator Loss: 0.7265 Epoch 1/2... Discriminator Loss: 1.3862... Generator Loss: 0.7452 Epoch 1/2... Discriminator Loss: 1.4051... Generator Loss: 0.7412 Epoch 1/2... Discriminator Loss: 1.3865... Generator Loss: 0.7455 Epoch 1/2... Discriminator Loss: 1.3267... Generator Loss: 0.7730
Epoch 1/2... Discriminator Loss: 1.3630... Generator Loss: 0.7569 Epoch 1/2... Discriminator Loss: 1.3672... Generator Loss: 0.8143 Epoch 1/2... Discriminator Loss: 1.3855... Generator Loss: 0.8256 Epoch 1/2... Discriminator Loss: 1.3229... Generator Loss: 0.7594 Epoch 1/2... Discriminator Loss: 1.3984... Generator Loss: 0.7828 Epoch 1/2... Discriminator Loss: 1.3868... Generator Loss: 0.8356 Epoch 1/2... Discriminator Loss: 1.4296... Generator Loss: 0.7404 Epoch 1/2... Discriminator Loss: 1.3155... Generator Loss: 0.8779 Epoch 1/2... Discriminator Loss: 1.4400... Generator Loss: 0.7085 Epoch 1/2... Discriminator Loss: 1.3330... Generator Loss: 0.8833
Epoch 1/2... Discriminator Loss: 1.4196... Generator Loss: 0.7576 Epoch 1/2... Discriminator Loss: 1.3630... Generator Loss: 0.7767 Epoch 1/2... Discriminator Loss: 1.3749... Generator Loss: 0.7524 Epoch 1/2... Discriminator Loss: 1.3591... Generator Loss: 0.7020 Epoch 1/2... Discriminator Loss: 1.3462... Generator Loss: 0.7753 Epoch 1/2... Discriminator Loss: 1.3783... Generator Loss: 0.7335 Epoch 1/2... Discriminator Loss: 1.4502... Generator Loss: 0.8275 Epoch 1/2... Discriminator Loss: 1.3757... Generator Loss: 0.7092 Epoch 1/2... Discriminator Loss: 1.3716... Generator Loss: 0.8984 Epoch 1/2... Discriminator Loss: 1.3303... Generator Loss: 0.7102
Epoch 1/2... Discriminator Loss: 1.3824... Generator Loss: 0.7950 Epoch 1/2... Discriminator Loss: 1.3491... Generator Loss: 0.7865 Epoch 1/2... Discriminator Loss: 1.3148... Generator Loss: 0.8454 Epoch 1/2... Discriminator Loss: 1.3762... Generator Loss: 0.7164 Epoch 1/2... Discriminator Loss: 1.3614... Generator Loss: 0.8324 Epoch 1/2... Discriminator Loss: 1.3829... Generator Loss: 0.8104 Epoch 1/2... Discriminator Loss: 1.3648... Generator Loss: 0.8581 Epoch 1/2... Discriminator Loss: 1.2413... Generator Loss: 0.7506 Epoch 1/2... Discriminator Loss: 1.3674... Generator Loss: 0.7491 Epoch 1/2... Discriminator Loss: 1.4060... Generator Loss: 0.8144
Epoch 1/2... Discriminator Loss: 1.4262... Generator Loss: 0.7496 Epoch 1/2... Discriminator Loss: 1.3879... Generator Loss: 0.7807 Epoch 1/2... Discriminator Loss: 1.3656... Generator Loss: 0.8515 Epoch 1/2... Discriminator Loss: 1.3484... Generator Loss: 0.8434 Epoch 1/2... Discriminator Loss: 1.3242... Generator Loss: 0.8006 Epoch 1/2... Discriminator Loss: 1.4073... Generator Loss: 0.7573 Epoch 1/2... Discriminator Loss: 1.3498... Generator Loss: 0.8875 Epoch 1/2... Discriminator Loss: 1.4543... Generator Loss: 0.7743 Epoch 1/2... Discriminator Loss: 1.3785... Generator Loss: 0.7946 Epoch 1/2... Discriminator Loss: 1.3719... Generator Loss: 0.7920
Epoch 1/2... Discriminator Loss: 1.3575... Generator Loss: 0.7030 Epoch 1/2... Discriminator Loss: 1.2729... Generator Loss: 0.6975 Epoch 1/2... Discriminator Loss: 1.3982... Generator Loss: 0.7907 Epoch 1/2... Discriminator Loss: 1.3864... Generator Loss: 0.7938 Epoch 1/2... Discriminator Loss: 1.3872... Generator Loss: 0.7680 Epoch 1/2... Discriminator Loss: 1.4036... Generator Loss: 0.7643 Epoch 1/2... Discriminator Loss: 1.3616... Generator Loss: 0.7648 Epoch 1/2... Discriminator Loss: 1.2816... Generator Loss: 0.7619 Epoch 1/2... Discriminator Loss: 1.4191... Generator Loss: 0.8567 Epoch 1/2... Discriminator Loss: 1.3360... Generator Loss: 0.7469
Epoch 1/2... Discriminator Loss: 1.3236... Generator Loss: 0.6382 Epoch 1/2... Discriminator Loss: 1.3661... Generator Loss: 0.7253 Epoch 1/2... Discriminator Loss: 1.4826... Generator Loss: 0.7887 Epoch 1/2... Discriminator Loss: 1.3001... Generator Loss: 0.7304 Epoch 1/2... Discriminator Loss: 1.3754... Generator Loss: 0.8789 Epoch 1/2... Discriminator Loss: 1.3832... Generator Loss: 0.7810 Epoch 1/2... Discriminator Loss: 1.3823... Generator Loss: 0.7907 Epoch 1/2... Discriminator Loss: 1.4063... Generator Loss: 0.7596 Epoch 1/2... Discriminator Loss: 1.3603... Generator Loss: 0.9213 Epoch 1/2... Discriminator Loss: 1.3935... Generator Loss: 0.7535
Epoch 1/2... Discriminator Loss: 1.3571... Generator Loss: 0.8363 Epoch 1/2... Discriminator Loss: 1.3269... Generator Loss: 0.8630 Epoch 1/2... Discriminator Loss: 1.3683... Generator Loss: 0.7941 Epoch 1/2... Discriminator Loss: 1.3307... Generator Loss: 0.7678 Epoch 1/2... Discriminator Loss: 1.3340... Generator Loss: 0.7906 Epoch 1/2... Discriminator Loss: 1.4155... Generator Loss: 0.7673 Epoch 1/2... Discriminator Loss: 1.3472... Generator Loss: 0.7673 Epoch 1/2... Discriminator Loss: 1.3457... Generator Loss: 0.7074 Epoch 1/2... Discriminator Loss: 1.4149... Generator Loss: 0.7299 Epoch 1/2... Discriminator Loss: 1.3139... Generator Loss: 0.7118
Epoch 1/2... Discriminator Loss: 1.3581... Generator Loss: 0.8106 Epoch 1/2... Discriminator Loss: 1.3432... Generator Loss: 0.7659 Epoch 1/2... Discriminator Loss: 1.3742... Generator Loss: 0.7777 Epoch 1/2... Discriminator Loss: 1.3135... Generator Loss: 0.7512 Epoch 1/2... Discriminator Loss: 1.4085... Generator Loss: 0.7686 Epoch 1/2... Discriminator Loss: 1.4243... Generator Loss: 0.7584 Epoch 1/2... Discriminator Loss: 1.3269... Generator Loss: 0.7527 Epoch 1/2... Discriminator Loss: 1.4330... Generator Loss: 0.7828 Epoch 1/2... Discriminator Loss: 1.3578... Generator Loss: 0.7079 Epoch 1/2... Discriminator Loss: 1.3919... Generator Loss: 0.7442
Epoch 1/2... Discriminator Loss: 1.4237... Generator Loss: 0.7678 Epoch 1/2... Discriminator Loss: 1.2550... Generator Loss: 0.7025 Epoch 1/2... Discriminator Loss: 1.3641... Generator Loss: 0.7499 Epoch 1/2... Discriminator Loss: 1.3521... Generator Loss: 0.7666 Epoch 1/2... Discriminator Loss: 1.3499... Generator Loss: 0.7475 Epoch 1/2... Discriminator Loss: 1.3629... Generator Loss: 0.8371 Epoch 1/2... Discriminator Loss: 1.4322... Generator Loss: 0.7737 Epoch 1/2... Discriminator Loss: 1.3811... Generator Loss: 0.7578 Epoch 1/2... Discriminator Loss: 1.3648... Generator Loss: 0.7445 Epoch 1/2... Discriminator Loss: 1.4086... Generator Loss: 0.7092
Epoch 1/2... Discriminator Loss: 1.3159... Generator Loss: 0.7522 Epoch 1/2... Discriminator Loss: 1.3808... Generator Loss: 0.8272 Epoch 1/2... Discriminator Loss: 1.3584... Generator Loss: 0.7627 Epoch 1/2... Discriminator Loss: 1.3788... Generator Loss: 0.7197 Epoch 1/2... Discriminator Loss: 1.3939... Generator Loss: 0.9070 Epoch 1/2... Discriminator Loss: 1.3331... Generator Loss: 0.7572 Epoch 1/2... Discriminator Loss: 1.3699... Generator Loss: 0.8158 Epoch 1/2... Discriminator Loss: 1.4176... Generator Loss: 0.7284 Epoch 1/2... Discriminator Loss: 1.4743... Generator Loss: 0.6432 Epoch 1/2... Discriminator Loss: 1.3842... Generator Loss: 0.7533
Epoch 1/2... Discriminator Loss: 1.4095... Generator Loss: 0.7710 Epoch 1/2... Discriminator Loss: 1.3372... Generator Loss: 0.7727 Epoch 1/2... Discriminator Loss: 1.3824... Generator Loss: 0.7495 Epoch 1/2... Discriminator Loss: 1.4114... Generator Loss: 0.8182 Epoch 1/2... Discriminator Loss: 1.3371... Generator Loss: 0.7655 Epoch 1/2... Discriminator Loss: 1.4058... Generator Loss: 0.7387 Epoch 1/2... Discriminator Loss: 1.3452... Generator Loss: 0.8145 Epoch 1/2... Discriminator Loss: 1.3946... Generator Loss: 0.7482 Epoch 1/2... Discriminator Loss: 1.3886... Generator Loss: 0.7054 Epoch 1/2... Discriminator Loss: 1.3705... Generator Loss: 0.9168
Epoch 1/2... Discriminator Loss: 1.3823... Generator Loss: 0.6998 Epoch 1/2... Discriminator Loss: 1.3372... Generator Loss: 0.7564 Epoch 1/2... Discriminator Loss: 1.3764... Generator Loss: 0.8082 Epoch 1/2... Discriminator Loss: 1.3924... Generator Loss: 0.7824 Epoch 1/2... Discriminator Loss: 1.3737... Generator Loss: 0.7549 Epoch 1/2... Discriminator Loss: 1.3748... Generator Loss: 0.6926 Epoch 1/2... Discriminator Loss: 1.3798... Generator Loss: 0.8545 Epoch 1/2... Discriminator Loss: 1.2564... Generator Loss: 0.9391 Epoch 1/2... Discriminator Loss: 1.4408... Generator Loss: 0.6997 Epoch 1/2... Discriminator Loss: 1.4455... Generator Loss: 0.7597
Epoch 1/2... Discriminator Loss: 1.4414... Generator Loss: 0.7191 Epoch 1/2... Discriminator Loss: 1.4424... Generator Loss: 0.7141 Epoch 1/2... Discriminator Loss: 1.4108... Generator Loss: 0.7516 Epoch 1/2... Discriminator Loss: 1.3918... Generator Loss: 0.7117 Epoch 1/2... Discriminator Loss: 1.3638... Generator Loss: 0.7865 Epoch 1/2... Discriminator Loss: 1.3586... Generator Loss: 0.8428 Epoch 1/2... Discriminator Loss: 1.3666... Generator Loss: 0.7719 Epoch 1/2... Discriminator Loss: 1.4221... Generator Loss: 0.7870 Epoch 1/2... Discriminator Loss: 1.3781... Generator Loss: 0.8046 Epoch 1/2... Discriminator Loss: 1.3816... Generator Loss: 0.8379
Epoch 1/2... Discriminator Loss: 1.3702... Generator Loss: 0.8242 Epoch 1/2... Discriminator Loss: 1.3573... Generator Loss: 0.7860 Epoch 1/2... Discriminator Loss: 1.3872... Generator Loss: 0.7329 Epoch 1/2... Discriminator Loss: 1.3936... Generator Loss: 0.8983 Epoch 1/2... Discriminator Loss: 1.3439... Generator Loss: 0.8319 Epoch 1/2... Discriminator Loss: 1.2574... Generator Loss: 0.7881 Epoch 1/2... Discriminator Loss: 1.4123... Generator Loss: 0.7676 Epoch 1/2... Discriminator Loss: 1.4012... Generator Loss: 0.8150 Epoch 1/2... Discriminator Loss: 1.3918... Generator Loss: 0.7655 Epoch 1/2... Discriminator Loss: 1.3566... Generator Loss: 0.7163
Epoch 1/2... Discriminator Loss: 1.4319... Generator Loss: 0.8396 Epoch 1/2... Discriminator Loss: 1.3876... Generator Loss: 0.7326 Epoch 1/2... Discriminator Loss: 1.3996... Generator Loss: 0.7662 Epoch 1/2... Discriminator Loss: 1.3708... Generator Loss: 0.7822 Epoch 1/2... Discriminator Loss: 1.2861... Generator Loss: 0.7827 Epoch 1/2... Discriminator Loss: 1.4383... Generator Loss: 0.7972 Epoch 1/2... Discriminator Loss: 1.3664... Generator Loss: 0.7699 Epoch 1/2... Discriminator Loss: 1.3882... Generator Loss: 0.7900 Epoch 1/2... Discriminator Loss: 1.3387... Generator Loss: 0.9064 Epoch 1/2... Discriminator Loss: 1.3729... Generator Loss: 0.7436
Epoch 1/2... Discriminator Loss: 1.4105... Generator Loss: 0.7475 Epoch 1/2... Discriminator Loss: 1.3919... Generator Loss: 0.7962 Epoch 1/2... Discriminator Loss: 1.3570... Generator Loss: 0.7854 Epoch 1/2... Discriminator Loss: 1.3344... Generator Loss: 0.7566 Epoch 1/2... Discriminator Loss: 1.3977... Generator Loss: 0.8000 Epoch 1/2... Discriminator Loss: 1.2947... Generator Loss: 0.7714 Epoch 1/2... Discriminator Loss: 1.3262... Generator Loss: 0.9009 Epoch 1/2... Discriminator Loss: 1.4392... Generator Loss: 0.8267 Epoch 1/2... Discriminator Loss: 1.3792... Generator Loss: 0.8278 Epoch 1/2... Discriminator Loss: 1.3591... Generator Loss: 0.8076
Epoch 1/2... Discriminator Loss: 1.4069... Generator Loss: 0.7816 Epoch 1/2... Discriminator Loss: 1.3477... Generator Loss: 0.7595 Epoch 1/2... Discriminator Loss: 1.4422... Generator Loss: 0.7545 Epoch 1/2... Discriminator Loss: 1.4089... Generator Loss: 0.7890 Epoch 1/2... Discriminator Loss: 1.3762... Generator Loss: 0.8240 Epoch 1/2... Discriminator Loss: 1.3050... Generator Loss: 0.7748 Epoch 1/2... Discriminator Loss: 1.3611... Generator Loss: 0.7347 Epoch 1/2... Discriminator Loss: 1.3520... Generator Loss: 0.8025 Epoch 1/2... Discriminator Loss: 1.3980... Generator Loss: 0.7816 Epoch 1/2... Discriminator Loss: 1.3146... Generator Loss: 0.7958
Epoch 1/2... Discriminator Loss: 1.3841... Generator Loss: 0.8137 Epoch 1/2... Discriminator Loss: 1.3377... Generator Loss: 0.8429 Epoch 1/2... Discriminator Loss: 1.3426... Generator Loss: 0.8039 Epoch 1/2... Discriminator Loss: 1.4051... Generator Loss: 0.7897 Epoch 1/2... Discriminator Loss: 1.3426... Generator Loss: 0.8381 Epoch 1/2... Discriminator Loss: 1.3413... Generator Loss: 0.8076 Epoch 1/2... Discriminator Loss: 1.3791... Generator Loss: 0.7733 Epoch 1/2... Discriminator Loss: 1.3936... Generator Loss: 0.7268 Epoch 1/2... Discriminator Loss: 1.3771... Generator Loss: 0.7987 Epoch 1/2... Discriminator Loss: 1.3994... Generator Loss: 0.7669
Epoch 1/2... Discriminator Loss: 1.3756... Generator Loss: 0.7961 Epoch 1/2... Discriminator Loss: 1.4274... Generator Loss: 0.7437 Epoch 1/2... Discriminator Loss: 1.3984... Generator Loss: 0.7584 Epoch 1/2... Discriminator Loss: 1.4143... Generator Loss: 0.7869 Epoch 1/2... Discriminator Loss: 1.4127... Generator Loss: 0.7248 Epoch 1/2... Discriminator Loss: 1.3559... Generator Loss: 0.7595 Epoch 1/2... Discriminator Loss: 1.4170... Generator Loss: 0.7650 Epoch 1/2... Discriminator Loss: 1.3930... Generator Loss: 0.7955 Epoch 1/2... Discriminator Loss: 1.4299... Generator Loss: 0.7476 Epoch 1/2... Discriminator Loss: 1.3839... Generator Loss: 0.7396
Epoch 1/2... Discriminator Loss: 1.3997... Generator Loss: 0.7874 Epoch 1/2... Discriminator Loss: 1.3763... Generator Loss: 0.8597 Epoch 1/2... Discriminator Loss: 1.3880... Generator Loss: 0.7404 Epoch 1/2... Discriminator Loss: 1.3301... Generator Loss: 0.7773
--------------------------------------------------------------------------- KeyboardInterrupt Traceback (most recent call last) <ipython-input-17-19e456bdd0e0> in <module>() 13 with tf.Graph().as_default(): 14 train(epochs, batch_size, z_dim, learning_rate, beta1, celeba_dataset.get_batches, ---> 15 celeba_dataset.shape, celeba_dataset.image_mode) <ipython-input-12-4b1f60ed9590> in train(epoch_count, batch_size, z_dim, learning_rate, beta1, get_batches, data_shape, data_image_mode) 24 sess.run(tf.global_variables_initializer()) 25 for epoch_i in range(epoch_count): ---> 26 for batch_images in get_batches(batch_size): 27 28 # TODO: Train Model /home/workspace/face_generation/helper.py in get_batches(self, batch_size) 213 self.data_files[current_index:current_index + batch_size], 214 *self.shape[1:3], --> 215 self.image_mode) 216 217 current_index += batch_size /home/workspace/face_generation/helper.py in get_batch(image_files, width, height, mode) 86 def get_batch(image_files, width, height, mode): 87 data_batch = np.array( ---> 88 [get_image(sample_file, width, height, mode) for sample_file in image_files]).astype(np.float32) 89 90 # Make sure the images are in 4 dimensions /home/workspace/face_generation/helper.py in <listcomp>(.0) 86 def get_batch(image_files, width, height, mode): 87 data_batch = np.array( ---> 88 [get_image(sample_file, width, height, mode) for sample_file in image_files]).astype(np.float32) 89 90 # Make sure the images are in 4 dimensions /home/workspace/face_generation/helper.py in get_image(image_path, width, height, mode) 79 i = (image.size[1] - face_height) // 2 80 image = image.crop([j, i, j + face_width, i + face_height]) ---> 81 image = image.resize([width, height], Image.BILINEAR) 82 83 return np.array(image.convert(mode)) /opt/conda/lib/python3.6/site-packages/PIL/Image.py in resize(self, size, resample) 1710 return self.convert('RGBa').resize(size, resample).convert('RGBA') 1711 -> 1712 return self._new(self.im.resize(size, resample)) 1713 1714 def rotate(self, angle, resample=NEAREST, expand=0, center=None, KeyboardInterrupt:
batch_size = 64
z_dim = 100
learning_rate = 0.001
beta1 = 0.2
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 2
celeba_dataset = helper.Dataset('celeba', glob(os.path.join(data_dir, 'img_align_celeba/*.jpg')))
with tf.Graph().as_default():
train(epochs, batch_size, z_dim, learning_rate, beta1, celeba_dataset.get_batches,
celeba_dataset.shape, celeba_dataset.image_mode)
Epoch 1/2... Discriminator Loss: 0.5439... Generator Loss: 25.7220 Epoch 1/2... Discriminator Loss: 0.7656... Generator Loss: 1.9670 Epoch 1/2... Discriminator Loss: 1.8957... Generator Loss: 4.6058 Epoch 1/2... Discriminator Loss: 1.1702... Generator Loss: 1.8811 Epoch 1/2... Discriminator Loss: 0.9678... Generator Loss: 1.6144 Epoch 1/2... Discriminator Loss: 1.0525... Generator Loss: 1.1923 Epoch 1/2... Discriminator Loss: 1.2298... Generator Loss: 4.0794 Epoch 1/2... Discriminator Loss: 2.6647... Generator Loss: 0.1314 Epoch 1/2... Discriminator Loss: 1.2150... Generator Loss: 0.6334 Epoch 1/2... Discriminator Loss: 0.9618... Generator Loss: 1.7295
Epoch 1/2... Discriminator Loss: 0.8432... Generator Loss: 1.7344 Epoch 1/2... Discriminator Loss: 0.8117... Generator Loss: 1.3771 Epoch 1/2... Discriminator Loss: 1.2850... Generator Loss: 0.7463 Epoch 1/2... Discriminator Loss: 2.1356... Generator Loss: 0.2995 Epoch 1/2... Discriminator Loss: 1.2889... Generator Loss: 0.9628 Epoch 1/2... Discriminator Loss: 1.4516... Generator Loss: 1.0139 Epoch 1/2... Discriminator Loss: 1.6263... Generator Loss: 0.4897 Epoch 1/2... Discriminator Loss: 2.4224... Generator Loss: 2.6550 Epoch 1/2... Discriminator Loss: 1.4500... Generator Loss: 0.7272 Epoch 1/2... Discriminator Loss: 1.3284... Generator Loss: 0.8443
Epoch 1/2... Discriminator Loss: 1.4235... Generator Loss: 0.6116 Epoch 1/2... Discriminator Loss: 1.2477... Generator Loss: 1.2486 Epoch 1/2... Discriminator Loss: 1.4899... Generator Loss: 1.0452 Epoch 1/2... Discriminator Loss: 1.2501... Generator Loss: 0.9216 Epoch 1/2... Discriminator Loss: 3.6151... Generator Loss: 3.2790 Epoch 1/2... Discriminator Loss: 1.5153... Generator Loss: 0.8039 Epoch 1/2... Discriminator Loss: 1.4930... Generator Loss: 0.7968 Epoch 1/2... Discriminator Loss: 1.4394... Generator Loss: 0.7107 Epoch 1/2... Discriminator Loss: 1.3997... Generator Loss: 0.8662 Epoch 1/2... Discriminator Loss: 1.4496... Generator Loss: 0.5930
Epoch 1/2... Discriminator Loss: 1.2800... Generator Loss: 1.1714 Epoch 1/2... Discriminator Loss: 1.3432... Generator Loss: 0.9992 Epoch 1/2... Discriminator Loss: 1.2461... Generator Loss: 0.9732 Epoch 1/2... Discriminator Loss: 1.3892... Generator Loss: 0.7043 Epoch 1/2... Discriminator Loss: 1.2769... Generator Loss: 0.8955 Epoch 1/2... Discriminator Loss: 1.2158... Generator Loss: 0.7548 Epoch 1/2... Discriminator Loss: 1.4067... Generator Loss: 0.9350 Epoch 1/2... Discriminator Loss: 1.2916... Generator Loss: 0.8608 Epoch 1/2... Discriminator Loss: 1.4519... Generator Loss: 0.9774 Epoch 1/2... Discriminator Loss: 1.9347... Generator Loss: 0.2677
Epoch 1/2... Discriminator Loss: 1.3470... Generator Loss: 0.9458 Epoch 1/2... Discriminator Loss: 1.4457... Generator Loss: 0.7673 Epoch 1/2... Discriminator Loss: 1.4282... Generator Loss: 0.8004 Epoch 1/2... Discriminator Loss: 1.2651... Generator Loss: 0.9636 Epoch 1/2... Discriminator Loss: 1.4517... Generator Loss: 1.0940 Epoch 1/2... Discriminator Loss: 1.7676... Generator Loss: 1.8097 Epoch 1/2... Discriminator Loss: 1.4626... Generator Loss: 0.6496 Epoch 1/2... Discriminator Loss: 1.3309... Generator Loss: 0.6405 Epoch 1/2... Discriminator Loss: 1.4274... Generator Loss: 0.5556 Epoch 1/2... Discriminator Loss: 1.4895... Generator Loss: 0.7058
Epoch 1/2... Discriminator Loss: 1.3400... Generator Loss: 1.1656 Epoch 1/2... Discriminator Loss: 1.3887... Generator Loss: 0.6961 Epoch 1/2... Discriminator Loss: 1.2782... Generator Loss: 1.5053 Epoch 1/2... Discriminator Loss: 1.3870... Generator Loss: 0.8585 Epoch 1/2... Discriminator Loss: 1.4282... Generator Loss: 0.7382 Epoch 1/2... Discriminator Loss: 1.4689... Generator Loss: 0.8708 Epoch 1/2... Discriminator Loss: 1.1695... Generator Loss: 1.0266 Epoch 1/2... Discriminator Loss: 1.1962... Generator Loss: 1.2475 Epoch 1/2... Discriminator Loss: 1.2788... Generator Loss: 0.7688 Epoch 1/2... Discriminator Loss: 1.4464... Generator Loss: 0.4889
Epoch 1/2... Discriminator Loss: 1.3478... Generator Loss: 0.8385 Epoch 1/2... Discriminator Loss: 1.3692... Generator Loss: 0.6411 Epoch 1/2... Discriminator Loss: 1.4459... Generator Loss: 0.5092 Epoch 1/2... Discriminator Loss: 1.2021... Generator Loss: 0.9861 Epoch 1/2... Discriminator Loss: 1.2916... Generator Loss: 1.0627 Epoch 1/2... Discriminator Loss: 1.4255... Generator Loss: 0.7107 Epoch 1/2... Discriminator Loss: 1.6251... Generator Loss: 0.3502 Epoch 1/2... Discriminator Loss: 1.3805... Generator Loss: 0.5084 Epoch 1/2... Discriminator Loss: 1.5947... Generator Loss: 1.5417 Epoch 1/2... Discriminator Loss: 1.5021... Generator Loss: 0.8226
Epoch 1/2... Discriminator Loss: 1.4212... Generator Loss: 0.5085 Epoch 1/2... Discriminator Loss: 1.4596... Generator Loss: 0.5163 Epoch 1/2... Discriminator Loss: 1.0016... Generator Loss: 1.2501 Epoch 1/2... Discriminator Loss: 1.5512... Generator Loss: 0.9097 Epoch 1/2... Discriminator Loss: 1.5068... Generator Loss: 0.9199 Epoch 1/2... Discriminator Loss: 1.5302... Generator Loss: 0.7051 Epoch 1/2... Discriminator Loss: 1.3830... Generator Loss: 0.6475 Epoch 1/2... Discriminator Loss: 1.4186... Generator Loss: 0.7031 Epoch 1/2... Discriminator Loss: 1.4293... Generator Loss: 0.8144 Epoch 1/2... Discriminator Loss: 1.3962... Generator Loss: 0.9153
Epoch 1/2... Discriminator Loss: 1.4341... Generator Loss: 0.6941 Epoch 1/2... Discriminator Loss: 1.4198... Generator Loss: 0.8501 Epoch 1/2... Discriminator Loss: 1.4548... Generator Loss: 0.8949 Epoch 1/2... Discriminator Loss: 1.3904... Generator Loss: 0.6376 Epoch 1/2... Discriminator Loss: 1.5006... Generator Loss: 0.6742 Epoch 1/2... Discriminator Loss: 1.3502... Generator Loss: 0.7797 Epoch 1/2... Discriminator Loss: 1.4867... Generator Loss: 0.5660 Epoch 1/2... Discriminator Loss: 1.4211... Generator Loss: 0.8188 Epoch 1/2... Discriminator Loss: 1.3994... Generator Loss: 0.7476 Epoch 1/2... Discriminator Loss: 1.4162... Generator Loss: 0.7489
Epoch 1/2... Discriminator Loss: 1.4075... Generator Loss: 0.6389 Epoch 1/2... Discriminator Loss: 1.3805... Generator Loss: 0.6967 Epoch 1/2... Discriminator Loss: 1.4734... Generator Loss: 0.8085 Epoch 1/2... Discriminator Loss: 1.4297... Generator Loss: 0.7913 Epoch 1/2... Discriminator Loss: 1.3931... Generator Loss: 0.7066 Epoch 1/2... Discriminator Loss: 1.3818... Generator Loss: 0.7484 Epoch 1/2... Discriminator Loss: 1.3920... Generator Loss: 1.0200 Epoch 1/2... Discriminator Loss: 1.3832... Generator Loss: 0.7032 Epoch 1/2... Discriminator Loss: 1.3844... Generator Loss: 0.8797 Epoch 1/2... Discriminator Loss: 1.3530... Generator Loss: 0.8946
Epoch 1/2... Discriminator Loss: 1.4016... Generator Loss: 0.8612 Epoch 1/2... Discriminator Loss: 1.3865... Generator Loss: 0.8419 Epoch 1/2... Discriminator Loss: 1.3488... Generator Loss: 0.7727 Epoch 1/2... Discriminator Loss: 1.3887... Generator Loss: 0.8871 Epoch 1/2... Discriminator Loss: 1.4053... Generator Loss: 0.9136 Epoch 1/2... Discriminator Loss: 1.3771... Generator Loss: 0.7823 Epoch 1/2... Discriminator Loss: 1.4271... Generator Loss: 0.8523 Epoch 1/2... Discriminator Loss: 1.4012... Generator Loss: 0.8811 Epoch 1/2... Discriminator Loss: 1.3739... Generator Loss: 0.7412 Epoch 1/2... Discriminator Loss: 1.3922... Generator Loss: 0.8177
Epoch 1/2... Discriminator Loss: 1.4259... Generator Loss: 0.7490 Epoch 1/2... Discriminator Loss: 1.3837... Generator Loss: 0.8762 Epoch 1/2... Discriminator Loss: 1.4322... Generator Loss: 0.6848 Epoch 1/2... Discriminator Loss: 1.4114... Generator Loss: 0.7725 Epoch 1/2... Discriminator Loss: 1.3825... Generator Loss: 0.8788 Epoch 1/2... Discriminator Loss: 1.4181... Generator Loss: 0.8381 Epoch 1/2... Discriminator Loss: 1.4246... Generator Loss: 0.7217 Epoch 1/2... Discriminator Loss: 1.3978... Generator Loss: 0.7623 Epoch 1/2... Discriminator Loss: 1.3921... Generator Loss: 0.7739 Epoch 1/2... Discriminator Loss: 1.4167... Generator Loss: 0.7321
Epoch 1/2... Discriminator Loss: 1.3584... Generator Loss: 0.9914 Epoch 1/2... Discriminator Loss: 1.3666... Generator Loss: 0.8016 Epoch 1/2... Discriminator Loss: 1.4316... Generator Loss: 0.7312 Epoch 1/2... Discriminator Loss: 1.3894... Generator Loss: 0.8685 Epoch 1/2... Discriminator Loss: 1.3931... Generator Loss: 0.7399 Epoch 1/2... Discriminator Loss: 1.4614... Generator Loss: 0.8468 Epoch 1/2... Discriminator Loss: 1.3876... Generator Loss: 0.8111 Epoch 1/2... Discriminator Loss: 1.4004... Generator Loss: 0.7674 Epoch 1/2... Discriminator Loss: 1.3741... Generator Loss: 0.7769 Epoch 1/2... Discriminator Loss: 1.4059... Generator Loss: 0.7801
Epoch 1/2... Discriminator Loss: 1.4431... Generator Loss: 0.8095 Epoch 1/2... Discriminator Loss: 1.3766... Generator Loss: 0.8000 Epoch 1/2... Discriminator Loss: 1.3811... Generator Loss: 0.8271 Epoch 1/2... Discriminator Loss: 1.4020... Generator Loss: 0.7180 Epoch 1/2... Discriminator Loss: 1.3744... Generator Loss: 0.7829 Epoch 1/2... Discriminator Loss: 1.4127... Generator Loss: 0.7223 Epoch 1/2... Discriminator Loss: 1.3706... Generator Loss: 0.8788 Epoch 1/2... Discriminator Loss: 1.4256... Generator Loss: 0.9043 Epoch 1/2... Discriminator Loss: 1.4122... Generator Loss: 0.8638 Epoch 1/2... Discriminator Loss: 1.4002... Generator Loss: 0.7501
Epoch 1/2... Discriminator Loss: 1.4266... Generator Loss: 0.8242 Epoch 1/2... Discriminator Loss: 1.4223... Generator Loss: 0.7830 Epoch 1/2... Discriminator Loss: 1.3840... Generator Loss: 0.7192 Epoch 1/2... Discriminator Loss: 1.3825... Generator Loss: 0.8949 Epoch 1/2... Discriminator Loss: 1.4027... Generator Loss: 0.6485 Epoch 1/2... Discriminator Loss: 1.3998... Generator Loss: 0.7456 Epoch 1/2... Discriminator Loss: 1.3788... Generator Loss: 0.9308 Epoch 1/2... Discriminator Loss: 1.4125... Generator Loss: 0.8124 Epoch 1/2... Discriminator Loss: 1.4111... Generator Loss: 0.8656 Epoch 1/2... Discriminator Loss: 1.3854... Generator Loss: 0.8137
Epoch 1/2... Discriminator Loss: 1.4084... Generator Loss: 0.7156 Epoch 1/2... Discriminator Loss: 1.4177... Generator Loss: 0.7672 Epoch 1/2... Discriminator Loss: 1.3604... Generator Loss: 0.8693 Epoch 1/2... Discriminator Loss: 1.4082... Generator Loss: 0.8537 Epoch 1/2... Discriminator Loss: 1.3882... Generator Loss: 0.8405 Epoch 1/2... Discriminator Loss: 1.3882... Generator Loss: 0.8184 Epoch 1/2... Discriminator Loss: 1.3818... Generator Loss: 0.8020 Epoch 1/2... Discriminator Loss: 1.3932... Generator Loss: 0.7817 Epoch 1/2... Discriminator Loss: 1.3969... Generator Loss: 0.7613 Epoch 1/2... Discriminator Loss: 1.4298... Generator Loss: 0.6493
Epoch 1/2... Discriminator Loss: 1.4472... Generator Loss: 0.6930 Epoch 1/2... Discriminator Loss: 1.3631... Generator Loss: 0.8412 Epoch 1/2... Discriminator Loss: 1.3965... Generator Loss: 0.8393 Epoch 1/2... Discriminator Loss: 1.3585... Generator Loss: 0.7795 Epoch 1/2... Discriminator Loss: 1.3780... Generator Loss: 0.7394 Epoch 1/2... Discriminator Loss: 1.3882... Generator Loss: 0.9099 Epoch 1/2... Discriminator Loss: 1.3698... Generator Loss: 0.8093 Epoch 1/2... Discriminator Loss: 1.4363... Generator Loss: 0.7291 Epoch 1/2... Discriminator Loss: 1.3617... Generator Loss: 0.7191 Epoch 1/2... Discriminator Loss: 1.4372... Generator Loss: 0.7081
Epoch 1/2... Discriminator Loss: 1.3781... Generator Loss: 0.7490 Epoch 1/2... Discriminator Loss: 1.3900... Generator Loss: 0.7061 Epoch 1/2... Discriminator Loss: 1.3805... Generator Loss: 0.7660 Epoch 1/2... Discriminator Loss: 1.3903... Generator Loss: 0.7354 Epoch 1/2... Discriminator Loss: 1.3640... Generator Loss: 0.7859 Epoch 1/2... Discriminator Loss: 1.3504... Generator Loss: 0.8914 Epoch 1/2... Discriminator Loss: 1.4227... Generator Loss: 0.7992 Epoch 1/2... Discriminator Loss: 1.3812... Generator Loss: 0.8389 Epoch 1/2... Discriminator Loss: 1.3775... Generator Loss: 0.8719 Epoch 1/2... Discriminator Loss: 1.3791... Generator Loss: 0.7616
Epoch 1/2... Discriminator Loss: 1.4066... Generator Loss: 0.9828 Epoch 1/2... Discriminator Loss: 1.4003... Generator Loss: 0.6802 Epoch 1/2... Discriminator Loss: 1.3853... Generator Loss: 0.9045 Epoch 1/2... Discriminator Loss: 1.4044... Generator Loss: 0.7989 Epoch 1/2... Discriminator Loss: 1.3495... Generator Loss: 0.8189 Epoch 1/2... Discriminator Loss: 1.3798... Generator Loss: 0.8099 Epoch 1/2... Discriminator Loss: 1.3872... Generator Loss: 0.8152 Epoch 1/2... Discriminator Loss: 1.3882... Generator Loss: 0.7689 Epoch 1/2... Discriminator Loss: 1.4059... Generator Loss: 0.7631 Epoch 1/2... Discriminator Loss: 1.3909... Generator Loss: 0.7223
Epoch 1/2... Discriminator Loss: 1.3965... Generator Loss: 0.8558 Epoch 1/2... Discriminator Loss: 1.3654... Generator Loss: 0.7627 Epoch 1/2... Discriminator Loss: 1.3964... Generator Loss: 0.7930 Epoch 1/2... Discriminator Loss: 1.4054... Generator Loss: 0.7059 Epoch 1/2... Discriminator Loss: 1.3717... Generator Loss: 0.8218 Epoch 1/2... Discriminator Loss: 1.4147... Generator Loss: 0.8300 Epoch 1/2... Discriminator Loss: 1.3603... Generator Loss: 0.9089 Epoch 1/2... Discriminator Loss: 1.3669... Generator Loss: 0.7348 Epoch 1/2... Discriminator Loss: 1.3845... Generator Loss: 0.8753 Epoch 1/2... Discriminator Loss: 1.3644... Generator Loss: 1.0891
Epoch 1/2... Discriminator Loss: 1.4025... Generator Loss: 0.8335 Epoch 1/2... Discriminator Loss: 1.3824... Generator Loss: 0.9003 Epoch 1/2... Discriminator Loss: 1.4169... Generator Loss: 1.0448 Epoch 1/2... Discriminator Loss: 1.3707... Generator Loss: 0.7607 Epoch 1/2... Discriminator Loss: 1.3594... Generator Loss: 0.7082 Epoch 1/2... Discriminator Loss: 1.4111... Generator Loss: 0.7036 Epoch 1/2... Discriminator Loss: 1.4254... Generator Loss: 0.8386 Epoch 1/2... Discriminator Loss: 1.4079... Generator Loss: 0.9148 Epoch 1/2... Discriminator Loss: 1.3978... Generator Loss: 0.8059 Epoch 1/2... Discriminator Loss: 1.4081... Generator Loss: 0.8899
Epoch 1/2... Discriminator Loss: 1.4019... Generator Loss: 0.8481 Epoch 1/2... Discriminator Loss: 1.2934... Generator Loss: 0.8453 Epoch 1/2... Discriminator Loss: 1.4246... Generator Loss: 0.7535 Epoch 1/2... Discriminator Loss: 1.2945... Generator Loss: 0.8832 Epoch 1/2... Discriminator Loss: 1.4420... Generator Loss: 0.6692 Epoch 1/2... Discriminator Loss: 1.3962... Generator Loss: 0.7911
When submitting this project, make sure to run all the cells before saving the notebook. Save the notebook file as "dlnd_face_generation.ipynb" and save it as a HTML file under "File" -> "Download as". Include the "helper.py" and "problem_unittests.py" files in your submission.